{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prior Correlation Structure under Perturbations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import argparse\n",
    "import os, sys\n",
    "import time\n",
    "import tabulate\n",
    "\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import torchvision\n",
    "import torchvision.transforms as trn\n",
    "import numpy as np\n",
    "import tqdm\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from swag import data, models, utils, losses\n",
    "from swag.posteriors import SWAG\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ctypes\n",
    "from wand.api import library as wandlibrary\n",
    "\n",
    "wandlibrary.MagickMotionBlurImage.argtypes = (ctypes.c_void_p,  # wand\n",
    "                                              ctypes.c_double,  # radius\n",
    "                                              ctypes.c_double,  # sigma\n",
    "                                              ctypes.c_double)  # angle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ubdl_data.corruptions import gaussian_noise, shot_noise, impulse_noise, defocus_blur, glass_blur, motion_blur\n",
    "from ubdl_data.corruptions import zoom_blur, snow, frost, fog , brightness, contrast, elastic_transform, pixelate\n",
    "from ubdl_data.corruptions import jpeg_compression, speckle_noise, gaussian_blur, spatter, saturate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import collections\n",
    "\n",
    "d = collections.OrderedDict()\n",
    "d['Gaussian Noise'] = gaussian_noise\n",
    "d['Shot Noise'] = shot_noise\n",
    "d['Impulse Noise'] = impulse_noise\n",
    "d['Defocus Blur'] = defocus_blur\n",
    "d['Glass Blur'] = glass_blur\n",
    "d['Motion Blur'] = motion_blur\n",
    "d['Zoom Blur'] = zoom_blur\n",
    "d['Snow'] = snow\n",
    "d['Frost'] = frost\n",
    "d['Fog'] = fog\n",
    "d['Brightness'] = brightness\n",
    "d['Contrast'] = contrast\n",
    "d['Elastic'] = elastic_transform\n",
    "d['Pixelate'] = pixelate\n",
    "d['JPEG'] = jpeg_compression\n",
    "\n",
    "d['Speckle Noise'] = speckle_noise \n",
    "d['Gaussian Blur'] = gaussian_blur\n",
    "d['Spatter'] = spatter \n",
    "d['Saturate'] = saturate\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_cfg = models.PreResNet20NoAug\n",
    "\n",
    "test_data = torchvision.datasets.CIFAR10(\"~/datasets/cifar10\", train=False)\n",
    "convert_img = trn.Compose([trn.ToTensor(), trn.ToPILImage()])\n",
    "\n",
    "model = model_cfg.base(*model_cfg.args, num_classes=10, **model_cfg.kwargs)\n",
    "model.cuda();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def resample(model, sigma=1):\n",
    "    for p in model.parameters():\n",
    "        p.copy_(torch.randn_like(p) * sigma)\n",
    "        \n",
    "def softmax(arr, axis=-1):\n",
    "    arr_ = arr - np.max(arr, axis=axis, keepdims=True)\n",
    "    return np.exp(arr_) / np.sum(np.exp(arr_), axis=axis, keepdims=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = np.array(test_data.targets)\n",
    "x = test_data.data\n",
    "\n",
    "mask = np.zeros_like(y).astype(bool)\n",
    "classes = list(range(10))\n",
    "perclass = 10\n",
    "\n",
    "for cls in classes:\n",
    "    mask_cls = np.where(y == cls)[0]\n",
    "    mask[mask_cls[5:5+perclass]] = True\n",
    "\n",
    "x = x[mask]\n",
    "y = y[mask]\n",
    "\n",
    "idx = np.argsort(y)\n",
    "x = x[idx]\n",
    "y = y[idx]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Functions Evaluating Correlation\n",
    "Functions evaluating correlations between different images and between different corruptions of the same image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def iic_correlations(outputs, y):\n",
    "    # i -- image + distortion\n",
    "    # c -- channel\n",
    "    # s -- weight sample\n",
    "\n",
    "    n_classes, perclass = outputs.shape[:2]\n",
    "\n",
    "    all_outputs_ics =  outputs.reshape((-1, *all_outputs.shape[2:]))\n",
    "\n",
    "    all_outputs_mean_ic = all_outputs_ics.mean(axis=-1)\n",
    "    all_outputs_zeromean_ics = (all_outputs_ics - all_outputs_mean_ic[:, :, None])\n",
    "    all_outputs_cov_iic = np.einsum('ics,jcs->ijc', all_outputs_zeromean_ics, all_outputs_zeromean_ics)\n",
    "    all_outputs_vars_ic = np.einsum('ics,ics->ic', all_outputs_zeromean_ics, all_outputs_zeromean_ics)\n",
    "    all_outputs_sqrt_ic = np.sqrt(all_outputs_vars_ic)\n",
    "    all_outputs_corr_iic = all_outputs_cov_iic / all_outputs_sqrt_ic[:, None] / all_outputs_sqrt_ic[None, :]\n",
    "\n",
    "    avg_corrs = np.zeros((n_classes, n_classes))\n",
    "    for i, cls_x in enumerate(range(n_classes)):\n",
    "        for j, cls_y in enumerate(range(n_classes)):\n",
    "            mask = (y==cls_x).astype(int)[:, None] * (y==cls_y).astype(int)[None, :] \n",
    "            avg_corrs[i, j] = (all_outputs_corr_iic[:, :, 0] * mask).sum() / mask.sum()\n",
    "    return all_outputs_corr_iic, avg_corrs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def iddc_correlations(outputs):\n",
    "    # i -- image\n",
    "    # d -- disctortion (corruption) severisy\n",
    "    # c -- channel\n",
    "    # s -- weight sample\n",
    "\n",
    "    all_outputs_idcs =  outputs\n",
    "\n",
    "    all_outputs_mean_idc = all_outputs_idcs.mean(axis=-1)\n",
    "    all_outputs_zeromean_idcs = (all_outputs_idcs - all_outputs_mean_idc[:, :, :, None])\n",
    "    all_outputs_cov_iddc = np.einsum('idcs,ibcs->idbc', all_outputs_zeromean_idcs, all_outputs_zeromean_idcs)\n",
    "    all_outputs_vars_idc = np.einsum('idcs,idcs->idc', all_outputs_zeromean_idcs, all_outputs_zeromean_idcs)\n",
    "    all_outputs_sqrt_idc = np.sqrt(all_outputs_vars_idc)\n",
    "    all_outputs_corr_iddc = all_outputs_cov_iddc / all_outputs_sqrt_idc[:, :, None] / all_outputs_sqrt_idc[:, None, :]\n",
    "    return all_outputs_corr_iddc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Applying Corruption\n",
    "\n",
    "Uncomment one of the corruptions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# corruption_name = 'Gaussian Noise'\n",
    "# corruption_name = 'Shot Noise'\n",
    "# corruption_name = 'Impulse Noise'\n",
    "# corruption_name = 'Defocus Blur'\n",
    "# corruption_name = 'Glass Blur'\n",
    "# corruption_name = 'Motion Blur'\n",
    "# corruption_name = 'Zoom Blur'\n",
    "# corruption_name = 'Snow'\n",
    "# corruption_name = 'Frost'\n",
    "# corruption_name = 'Fog'\n",
    "# corruption_name = 'Brightness'\n",
    "# corruption_name = 'Contrast'\n",
    "# corruption_name = 'Elastic'\n",
    "# corruption_name = 'Pixelate'\n",
    "# corruption_name = 'JPEG'\n",
    "# corruption_name = 'Speckle Noise'\n",
    "# corruption_name = 'Gaussian Blur'\n",
    "# corruption_name = 'Spatter'\n",
    "# corruption_name = 'Saturate'\n",
    "corruption_name = 'Translation'\n",
    "\n",
    "corruption = lambda img, intensity: np.array(trn.RandomCrop(32, padding=2*intensity)(img))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "corrupted_imgs = []\n",
    "corrupted_y = []\n",
    "\n",
    "for idx, img in enumerate(x):\n",
    "    img = convert_img(img)\n",
    "    this_corrupted_imgs = [np.array(img)[None, :]]\n",
    "    corrupted_y.append(idx)\n",
    "    \n",
    "    for intensity in range(1,6):\n",
    "        corrupted_img = corruption(img, intensity)\n",
    "        this_corrupted_imgs.append(corrupted_img[None, :])\n",
    "        corrupted_y.append(idx)\n",
    "    corrupted_imgs.append(np.vstack(this_corrupted_imgs)[None, :])\n",
    "corrupted_imgs = np.vstack(corrupted_imgs)\n",
    "corrupted_y = np.array(corrupted_y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QQgghKwJfoAghhBBCMtLbLjwGMiO3QGZtbKdD/ucAra5RcBtb2ciLViyW+tzhGw67f89BqZ51C/tdeInbtc3Av9QJBaMfG4uauspXwI2exrmVG7sUOagCi3JXdYFFh5CsyH5pY6BwvOhfwK9bqMvC35sN3A50IwVDFPyauG28yiSBx6Hu0lTAc1JRb61udNn3ltCghcZlr+zu2G6Rmkxb20DwwD2bDnRv1HmzLs8oLepFW4aRcJXGeyRVl6Y7CYRlqMbuyWZRBKm6tAk9UIQQQgghGckhjQEDmRtL8wtkbueAyZxSrTL/uq82336BYGJno0Lkvb/byNHYD/LL/HHcPOCwGeH5kFb26zzowGzmOFvHgyq6gdaqpZMyFPyuA3dyyGscJd4+71xC87EFAp7dvn07OFurwPjzlL0Cn+suLYQO7G91+5yyZ+gHXtnexG7hD+LQ9g+/CY5Cs14E6hGFspgHzrndGe6aHCq1dZLeJLU0aS28/QTaxuYP48BqrXxVBnqgCCGEEEIywhcoQgghhJCM9DwPFAOZG4t6EsiswscGFnUbNDlw2ipN+htTAZqNQczuhF0+ooaNmhw5VNO2jRTIGRLuunM/Vrb/VCXm4qCK0CZdt74K9vC0qk6yXhRYz9ewy6vlXy+XVysV4G3/KKR02Fil4OTLbh/LiIZNjuEv69Zk5V0k1X2adIGmO278f8x6S+9prXfHdg1fb7Ye9biSlMW2vStEJSlTjeesgiEdS1c8/ehs/lxpvm1jqYSINL+Z2w0HCHUJNoMeKEIIIYSQjOQSRN4aBjLL8bsXTaigg1HAKuURbDaMVi9erSVJ/YNfHv4npKujv2Pn2mjcb6vjtzuXUbJ+agxzyOu4cnBQxeLSlYl2jnW8xDxrQrO0EClvhP3pUkIAkhbCpYQAJC2ESwkBeGkhCl7zm3zAh4JhG9uUpikhFm0jRQF3ySpMY9BsmDwg2ls33sQuce3lC8nvm9NmUMn0tHihd+0wbcT42NakTNdrAADlPSeT9iCVaiVJBtFw3FadN8HLlNhQlkaBNUOmk2o12jokk6B3rc37ouULlFJqN4A/A7DV1uNhrfUfK6XGAPwlgL0ATgH4Ba31y0vthyyPycmX8Zf/9VOYnpoCgNuVUh+g/XvD5OR1/NVnPoXpado+DyYnX8ZnqP3VAu3fQyZfvo7P/NdPsO1Z5bTThVcD8Bta60MAXg/gV5RShwA8BODrWuuDAL5u/yZdJooivOuf/vf4jQ/9LgAcBe3fM6KogJ9518/i13/z9wDavuc47f8mtb8aoP17SFQo4F3/7Ofxmx/63wDaftXS0gOltb4A4IL9PaWUOgpgJ4AHAfyUXe1TAL4J4MNNd8ZA5syBzBtGRrFhZNTtPoa5mTLbX8HGi4b6Mf3jLjp+ah9eZlfpdlp+F0D4+qVW8P/JvHdDY/dTqzq77pENGzZiw4Zkct1l237J47hcPRxUkcKtNrJhI0Y2bEx6WNCJ/W3vdTgAuHm3ntODy6kFIMmr5XJqAZJXy+XUAiSvlsupBUherWY5tYDm3fdBJQTalFBAdtuXLk3X9b80/hOgsZ0JhnO8wrpjR0Y2YGRkgzvXrtj+0Se/lvy+ev08ACCu+z4U8zuVD8pWbXZu2isy3XoTYzuTsmKpH0C6a19SXwWC5AOkE7w3tt+uazfQ2b/ofmi87qHwgUCvqvxsM0YlUwyUUmovgLsBPAZgq325AoCLMF18oW3eD+D9ADA6OpblcKSRMjLYP2X7TbR9h2SyPZC2P+mYjuzPtqdjlt32kI5h27NKafsFSik1DOBzAD6otb6ZHnqptQqOYQa01g8DeBgAdu3eoxnI3GT9JoHMCwvzALAfwHvbtb9v+927b9FK60V1ilxFhSbn5AfmBz0HbliuXxjIHhveh/PG+EWBL+ZkUSg6ORTZ7H/Nxql6Ll2VdG2XY3u7LLH/Uuu0x/oeVNEN++/avUcrpZqmhLDbNC537l8vUtilhXApIQBJC+FSQgCSFsKlhAAkLYSkhADcveg7xLOnhWiu65BnP0OmjmW3PVm1nzlDv/fHK82b2M225+Rp0WqtugAAKFvPEQA8+YPvAABeungmKduzaz8A4IdHZYYC10Qc2HdHUvbq/a8DAAx6Oo9T+l7iBE1lzT+BHp3Wz9CA5p0Wmlz/1JY6sLzN+6KtNAZKqRLMy9NfaK0/b4svKaW22+XbAVxu75AkK/V6HZ/+8/8PAK7T/r2Fts+Xer2OP/8k7b8KoP17jNH+wwBtv2pp+QKlzCvvxwAc1Vp/1Fv0RQDvs7/fB+AL3a8e0Vrjs3/959iyZRsAXPIW0f4rDG2fL1pr/PVf/jm2bKX9VwG0fw8x2v8zan+V004X3hsAvBfAM0qpp23ZbwP4QwB/pZT6VwBOA/iFVjtiIHP2QObTp07i+4cfx7ZtOwDgkL0Gme2vAdQBQHv2CwQ2uhpHqtGd2io/SxQwVrMt0sGsgW6lZL8tCOlANXZPNku3EqrnqVMnumL7JWkWMM5BFXjxhRM4/NTj2La9O/bX/vEy4WwolXR5tSSnlqzndyO5vFoupxYgQfmh9F/NcmoB0ly2tnTgnmgijzbovv6XIBWI3KSCr+Tu2FMvnMDhpx7Dtu07gS7ZvjJfS37Xa+bgcV0ykU9Pm9CqeW+9keFRAMDlK1eSsvn5GQDAjBdYvnWzCawfHpKZDHQgjCIYjhCoqwyCCBmpse3xdaIChw1ntDf4z5fw8ZamnVF4/4ilL/VbMh2NZGbvrQfwhx/5fwAAD33o3x7RWt/nLab9V5C9tx7AH3zkTwEAv/WhX6Hte8yt+w7gI/+X0f6HfoPazxnav4fcuu8A/s+P/r8AgH/3679M269SepyJXIOBzMsLZO4YbTLeai/trQsGjELzYQVOOAoF/wes2q4Po8Xhkq11wBuT9rYEghD1og2WPkhgtd6kBk7OgYMqwut3OUv24uNnTQuhvHvS3TMuJYTZv9uv4NJC+O2WpIXwvSWL97JkLRZv0LDIp6UJu2virpNooCsZ+oG16U3sDrVK1fvLNP71auODd3ZWPEvHTvzI1MvzsBVLZr3JyetJ2aOPPQIAeNMDkgpi24RJc1Cvi0cLqrE/ITSfnWr7fvBr3vi7Yb30w93Ur6Gk/eNyLjxCCCGEkIzwBYoQQgghJCM97cJjIHP2QOauOnUVoLzuunpsAghjz9dciEqmTDVeD9/9KcGazftexRPbPAA6RNiL666R72xdOtCw3W6gUJfgShMFTchBFStLQKNBXTeS0lwc0qHdh3cqSV4t6fVJ8motr4dy6ZCCVqz0ZOXdwq+TdOE132Y9dMd2ytTF+fbWw2zy++qp603WFC49fxgA8NS3D2ev2BqGHihCCCGEkIz0Noicgcy5BTLX6lVce/kCbk7LxN3T02ao7q4dB5Ky8TEzM4D2Av+UvUipOdGSTNjpQaCLafYxFh6+6v22a0SBNUPWCc3P1mpsQtC7FsyM233kOH4tOagiWJUuoNTilmJpvTZNCeH9jPxzSc7Z81AkY9lbnU3gOgU8ds130Wj/ZvNsmj9WVuMry/r1JpLVAT1QhBBCCCEZ4QsUIYQQQkhGepwHCgxkbsJKBjJPz0zh0Se/hqvXzydlcd29P8t7dNKV6h1+1mac1ZBuvYkxk+Oj6E1GGZrE0dmllQmS3Cnp9NimngHXeviKN16DUO9poJcqbe12Eyp1SJJ/hIMqWtelCygdp65ts7xamXNqmT8Ce2u8n6Qj0U9VHahvs67bZVhH8n+FAp5XEa0CxoNd0K/g7liyaqEHihBCCCEkIz31QDGQOb9A5oXKPE6ePo5adSEpK1vv0ZM/+E5S9tLFMwCAPbv2J2U/PPokAAn4B4AD++4AALx6/+uSskE7R1ScmhcqRKOXRQe+0Jp/ZQeCjv3rFrzWgaBNnV7mV2+lozvdWAoOqgjTTT+ggkak0opqlhYi7TVevhCapoVodIJk2rMQCPZvclzdskXKl5TNmmXpX8feRLI6oAeKEEIIISQjfIEihBBCCMlIT7vwGMicXyCz1hqV+RrqNdlvXDcB/NPTF5Ky+Xlj35Hh0aTs8pUrdtlMUjZjr8fWzduTsuGhEXssv+6NuX+SOgXq6eduaRaYnz6CDSoNHDaVFyawP6e64LFWunfDaZWDKoK0zIqeCWUig1tc0ySvVpOcWqnFga7MxYd1Wye/9OIfYbsHs3A7XQTuMT93XNO8Wqs891Oq9zppMJtr9ZXdHUtWK/RAEUIIIYRkpKceKAYy5xfIrGONWqUK/525Xm30h83OGs/SsRM/8rY1tiyWZL3JSTNH0qOPPZKUvemBMgBg28ROOYYbCKAa39VDHgsVMkwLlvZxLVovMLS+3lDS/nE75drLxvPHQRWLjuf+7eJnuNZAXaePFwU8ds3SQkQBN0P7HrtGb1OqLk13EvCg+NfYFrWauyBc19Xn6lApW7nfjee7XryJZPVCDxQhhBBCSEb4AkUIIYQQkpGeduExkDm/QOa4pjF1cb7lelOYBQBcPXW9rf1eev5w8vupbx9usiZZzKNPfg0AOKhi8VqhQRWdonRjzqzAAbLm1epGTi0ASV6tdPPRaNlQLqJ2u/tltdXdPZQKvrBZ+tP5xBrb3/XWHUtWB/RAEUIIIYRkpLceKAYyr7pAZpIfJ08fBwAOqli8ZWhQRadojVq9mqSEACQtRMrrkwTit/STpZa4YzRd3nTbxlKxzdJecHPYdtuokK9w9eEl5k+y9Ps6X6ks/WvJm0hWB/RAEUIIIYRkhC9QhBBCCCEZUe26f7tyMKWuAJgBcLVnB105NqP357FHaz2xnA2t7U8jn3qvBL0+j2XbHqD2uwDtL6wp+7Pt6RhqX1hV2u/pCxQAKKWe1Frf19ODrgBr9TzWar0XsxbPYy3WOcRaPY+1Wu/FrNXzWKv1XsxaPI+1WOcQq+082IVHCCGEEJIRvkARQgghhGQkjxeoh3M45kqwVs9jrdZ7MWvxPNZinUOs1fNYq/VezFo9j7Va78WsxfNYi3UOsarOo+cxUIQQQgghax124RFCCCGEZIQvUIQQQgghGenpC5RS6h1KqWNKqRNKqYd6eezlopTarZR6RCl1RCn1rFLqA7Z8TCn190qp5+2/m/KuazPWou0B2j9vaP/8oO3zhfbPlzVhf611T/4DUABwEsA+AGUAPwBwqFfH76De2wHcY3+PADgO4BCAjwB4yJY/BOCP8q7rK832tH/+/9H+tP16tD3tn/9/a8H+vfRA3Q/ghNb6Ba11BcBnADzYw+MvC631Ba31Yft7CsBRADth6v4pu9qnALw7nxq2xZq0PUD75w3tnx+0fb7Q/vmyFuzfyxeonQDOen+fs2VrBqXUXgB3A3gMwFat9QW76CKArTlVqx3WvO0B2j9vaP/8oO3zhfbPl9VqfwaRt4lSahjA5wB8UGt901+mjS+R+SBWENo/X2j//KDt84X2z5fVbP9evkC9BGC39/cuW7bqUUqVYC7gX2itP2+LLymlttvl2wFczqt+bbBmbQ/Q/nlD++cHbZ8vtH++rHb79/IF6gkAB5VStyqlygDeA+CLPTz+slBKKQAfA3BUa/1Rb9EXAbzP/n4fgC/0um4ZWJO2B2j/vKH984O2zxfaP1/WhP17HFX/TphI+pMAfievyPmMdX4jjIvwhwCetv+9E8A4gK8DeB7A1wCM5V3XV5rtaf/8/6P9afv1aHvaP///1oL9OZULIYQQQkhGGEROCCGEEJIRvkARQgghhGSEL1CEEEIIIRnhCxQhhBBCSEb4AkUIIYQQkhG+QBFCCCGEZIQvUIQQQgghGeELFCGEEEJIRvgCRQghhBCSEb5AEUIIIYRkhC9QhBBCCCEZ4QsUIYQQQkhG+AJFCCGEEJIRvkARQgghhGSkoxcopdQ7lFLHlFInlFIPdatSpD1o/3yh/fODts8X2j8/aPvVg9JaL29DpQoAjgN4G4BzAJ4A8Ita6yPdqx5ZCto/X2j//KDt84X2zw/afnVR7GDb+wGc0Fq/AABKqc8AeBDAkheyWIx0X7kIpaSsUqkDAFLvccr8EUWyolsc1/Xi1VL703DbinNN2RW0jpOyZN/etpEquF9JWb1eazgPHfjl9nUGiMsAACAASURBVKO8yrg6+C+pkSraZQXZVjsbyLaVijluVJC6LCwsXNVaT9g/M9lfKWOtvnLBKzP/xmKW5Dr4NpX1dIv1Gm2q7c6Vdy0LRVOHek0O7Pbtbdrwl91j+lgACsWooaxaq9qyqHFbT/bFgq1LvdpwbvCux0K16tseyGj/QhTpYjHs8NVx40dM2q6N5+eI40ZN+5qpxUZHxaJcd2d3/3o6KYc+qPzjuuvo35uurFarNz2PQqFsjlGXOmur/dS5aVP/wYGBpOj6jRvL1r5dZ3lfisSxbPuHtN9M8/4920zzvgad5p3eAdF8qJ3xm+5mmvfbLXc8v6yZ5p3eAdG803vq3LScr9P89Rs3/F2uKu2XrK1jz26JRfy2wv4beWWDA4MAgEKhsS3csGGDbGttPDMznZRNz80AACrViqznrpPfzttrrL13hci283Hq6e09+CyFgnk2xF4btbBQW9z2J3TyArUTwFnv73MAfnzxSkqp9wN4PwAUCwq7tg2if0Aa88lrxhi1WKpSKNkHXUFuhoU58zuuey8e1gAl76Wgao2rIjHA8HC/Wdu74LWqEXLdM/Jg3zAAYNPGMTnuwoL9Vy5aNTa/I2nf5WXJaxgKJVMv7V20vsImc4xhOcbE5j4AwOkzF5OyCxfMDbR9+5ak7MmnnzktR2xtf9/2yUYTG7wVTL1irw1YmLcPNK/OJdsOlEtywsVivz2GbDxrBd4/IA3H8Ii5Ya7NXkvKxjcbG9x4eTYpm5kxNtULsr+6e4n0XoZLZbPvYp9c8/4NpqxcluNev27s5zdYUdHcbOMbb0nK5qfmAQBxbTIpK0RGi7om53v09Gnf9kBG+xcihS0bB7FQER2VyyUAQK3itW9WP4Wip9+hjQCAfXsOyLnA7GfzhOhoYMDo6OLlC0nZcxeOAwDqSu6lasW9tIgN4zlzvNq82Gtw0Fy7vj6x64J90ax791cheQn1Gp2KseumTZtkf+XNAICXr4it77jdXIttWzYnZXM3zf4O7H91Uva7H/n9TNo359eof7Jslt32RArYOFBM9A54mvfbS6t5p3dANO/0Dojmnd4B0bzTOyCad3o39bIP0jnRqtO80zsgml/wPqyc5p3eAdG80zsgmnd6B0TzTu+AaN7pHRDN/+5Hfh8eq0r7Y6PGTnpByopFcx1rBXlZim1b/q43/2RS9nMP/jMAwLT3YrRpbBwAMDUjNvz2d78JALg5L8+No2dPAQBenr6alG3cOAQA6CvLc61YNfY8f06ep3X7MluPRAtDm4we/XeFPRO3AQBm5kRvj3z9e4vbfjnWUgu6hdb6YQAPA0B/X5FfgT3Etz2/wHuPb/9yqUD79xjqPz9825cKEW3fY6j93tBJEPlLAHZ7f++yZaQ30P75QvvnB22fL7R/ftD2q4hOPFBPADiolLoV5gK+B8D/2GqjuK5Qq3rxK65vMpayonWz+n2nse3GWaiKC65YNtX34zsS12tFuofcrkfHRpOym5NzAICZaXHVzc8bl+/FuSsN9fb7yQt9pi4jg8NJWcm6py9eFLdhn7ZuQy/2CpHxe1bKctxjx04BAKpeV05/0Ww7PChu6kUsy/6VBa9b1HYn+a71JMYsFR9j6t/nxTHs2WFc0e261qcuSLfN5M3rAIBqXa5leaCxj9p9Nw0O9idlIdf6/Lxx/VarUuZiLvwus43DxrVeLPhdvmabO25/TVIWcq0fbejBy2h/DdS10X9y7Io5duTFSrg4i4GirHf3odsBACNDI0mZst3Xb3v725Oy8oC5Hx5/6tGk7HrtJgDg9Hmpf1+fWa9UFLtG1u7zNXGjD/SbLswFiGZqkf3tORWGhsx9NT0zl5S57ph9O25NyqZNDy9uRDNJ2Ui/cb2//nX3Sp0nzTE2Do5jCZalfdI1Mtlfw+je6R0QzftxTE7zTu+AaF558SpO807vgGje6R0QzTu9A6L5yGtnnOad3gHRfKJ3ING80zsgmve73J3mp0Xmiead3gHRvNM70FTzjty1P7rJnMPN63KCNlol9SxxXag/dv+PJWXXbpi2//JleU6+62d+GgDw9A+eTco2DptuwsvXpN2qLkwBADZtkOs0PGSeNX6kXGGj2XYYErZ08exlAMAtO7ZKne1j6uWbch4L00ajG0ekG7kZy36B0lrXlFK/CuArAAoAPq61frbFZqRL0P75QvvnB22fL7R/ftD2q4uOYqC01l8G8OX21zdfIvNzda/MvDvWa/IWHtfMm35JPswxUDZvnSOeN8IFMLvgZQDos16p8S3bkjIXwFz0gs0LJeOhKJTFqxJb74wLXgYkgLnkBSgXbKCcG+kF+KOT5A08GUnneROGho3X6oY3yiK2+3HBy2YbU9ftE9uxFFntDxgvSHJc6w3hl2HrL0N87vNYTBb7axjvWkF5IwBtvWueN6dmNfj2n8geePnI178BIB14WV0w13bACwQPBl4O28DLinwZztn7sO519A9vstfdC7zcPbEHQDrw8vjJowCAvRN7k7Iz9ZcBABciCQItw3wG7hqT+1VF5jw3D0gA+mKWo33SPbLYX0GhoIqJ3gHRfM3ziDvNO70Donmnd0A07/QOiOad3gHRvNM7IJp3egdE807vgGje6R0QzTu9A6J5p3dANO/0Dojmnd4B0bzTO9Bc8468tT82YWxS8YLzx+1z7VWvloEf1Xljm8Fhab8f//4TAIDLl6TXcd/fmWfc/fe/KSn7l+/7FwCA//blzyZl0RFzHV/2np1ulPxAvwwAKCzY94eCVzZiekcifyR5zWhg12bxkg9G5jlUbPPViJnICSGEEEIywhcoQgghhJCMrHgaAx+tNSoLtWAunDjVt+SSnUk3gQtgdsHLQPu5cFwAswteBiSAuezlpHIBzP6gTxfAHMqF44KXAQlG9hPGufN0wcuABDD7Ac8ugLlVLhzgb9ApfpC2606ia721a71TCsUCRjdtWDeBlwVttDU/K4Hl5bLLiyZaGLJ1eeCNb0zKvvCVb5ljXJduX7J2UUqhUC4kegdE835+Mqd5p3dANO/0Dojmnd4B0bzTOyCad3oHRPNO74Bo3ukdEM2XvDE8TvNO74Bo3ukdEM2XvZARp/khry5O807vwNrQ/LYdps0/d1664vfv2wsA2LtzZ1J24sRJAMCFi+eTsouTxsZV77qfPPUCAKDcL+1H1T6n6nWx66v33QcAOHVK2kE3aKvcJ9czumjSZG3wEpQOj5p6PXPpZFI2MGqeOQ/c9dqk7OyJ5wEAt926b/FpB6EHihBCCCEkIz31QHEod1eHci8LNwQVkGGo/DJs/WXYKcVihLGJkXUTeFm2KTz8tBlTU0YDCwv+PdKY42/OZv0fKg80LCNrD1VQ6B/uT/QOiOad3gHRvNM7IJp3egdE807vgGje6R0QzfvTcTnNO70Donmnd0A07/QOiOad3gHRvNM7IJp3egdE8830DqwNzRf7TWs9X5f72M1/1e+liDl76kUAwPiYXPfJOWOTujflztlLJm3Q8VNfk/3ZAVXzVTlGf9G06XPTng0rpt3es13ao9KwecZpb1DLpN3k1UPSvo1tNT0+99x+V1J28bjpsdjQ7894sjT0QBFCCCGEZIQvUIQQQgghGeltEDmYC6ebuXCWg8vhAUgeD7rWW7vWO6VUKmLbjvF1E3h54jkzqes9r7s/KauUTL1mqnK/Xr1izu3ademmnV0wswj0e/drp5TKEbZtG8bsTZkBVdmJYEteH3asjY2HhqQrJbIzx1e87oShYVM3vw0YGjA6VbF0B0/eMANYtDcgpm5DD2rexKZJvrmSDCgYHDR1qHr3yWDJdDsM98t9HNfN/VTx7okzZ43ORoalfTt24hjyQEOjpmqJ3gHRvNM7IJp3egdE807vgGi+6g2IcZp3egdE8/7sEE7zTu+AaN7pHRDNO70Donmnd0A07/QOiOad3gHRvNM7IJp3ege6q/mVYmbWtp/eKJRTL5ruut0TW5Iyt/jmtDyzXZs65eVu/PbZp0zZlNwjyob0xF7ozK4JE9KxdVwGkm2wk9WPb5Lnyx3v+AkAwLf+8XGp4DVTh/e+9WeToqq1+5CXW/Ltb/0nAIAnDj+GdqAHihBCCCEkIz31QHEod/5Dud0QVECGofLLsPWXYaeoyARfrpfAy63jxhszNSken9c+cDcA4IHXy2CEM8+ar0Tn+QGAqjZ2P3te0k10io41KrMLiJQXHGoHqSjfA2Xn2pyel2s/PGyz5Hu6mbL3e91Lv7Iwa7bZtNGbu7FsbLfgeTN1bH6X+uT71XmgtBewP79gbKe9+2lBm7LBsnxxT0yYa3L6jNxPynq8Robz92horY3uvflEnead3gHRvNM7IJp3egc8zXszNzjNO70DnuYr4hF0mi95njmn+UnvFnGad3oHRPNO74Bo3ukdEM07vQOiead3QDTv9A50V/MrxRnbfkfz4jG6Nme8oMdPynO3MGC8pMOjMvdx2c5Be+klSTMU28eofy8ViuaabNokPTBz1t9z8aYMiBkZMHUYHJX1vnf4MADgE//lk0nZpkEzyOvNb3hDUjY6auc89TzioztvAwDcXpc2D3+1dPogeqAIIYQQQjLCFyhCCCGEkIz0tAuPuXDyz4XjcngAXh4PutZbutY7pR7HJvhynQRennnxFABgYerbSdlk1Zzd5Jx0S+/evRcAML8g53b02A/MsSa7F8SvoFCKylioSttTtBOPF4vShedmHFioyLWP7UUZHZPJqm/aroiZaanj/Lyx+8U5uScc2rvHCrbrbmRQumlLNoTB79bus+1H3QtAR2Q0XCnLcY8dOwUAqFa8+7hoth0e9BKm5YkSvQOieT+EwmneH7zhNO/0DojmlZc70Gne6R0QzTu9A6J5p3fA0/w1ueec5qteN77TvNM7IJp3egdE807vgGje6R0QzTu9A93V/IoRm/tmx/YdSVEfzHOqFomtY5j7aniDhL9s2Wrs8KNnn07KqnYwR783afyB/fsBAMWi6Ldiw15UQfw+Y9tNSIouifYf/+53TF1mpU25ZgeavXhGQk5+8ta3AQBmLklIgRuQtmOnPwPI0tADRQghhBCSkZ56oDiUO9+h3IA3BBVIPv/4Zdj6y7BTKgtVnDl1cd0EXp48Za7Z8yfki09/32b1j+V6vvWNZttnToqtnz1iPIk7xuXLtVMiFWGg3I8Rz3OmlPFGzXqevT7rlRrfIilFrs2alChFL4N9oWTsWihLWxFbT3O9Im1Ukp6gLPdEoWD0V63JQBJlZ1+IIhlMU7H7ibwZGYasx/6G502P7X4Knuc3sl617ROSZiQ3tEY0Hyd6B0TzTu+AaN7pHRDNx3KJEs07vQOi+TnPJ+A07/QOiOad3gHRvNM7IJp3egdE807vgGje6R0QzTu9A6J5p3dANO/0DnRX8yvFUJ9pq4eGxbtfLNgemKLod+bKJQDA4R/KrCCzVXNNhkZkvYXYXO9XHdyblG0YMc/YkQ3ybC/ZAWITm+Vd4cDegwCAq1fOJWU/+ea3AAD6S3I9jx89Yep0U9qt2ZvmGTJ1XZ4lFTu/bV2aiabQA0UIIYQQkhG+QBFCCCGEZKSnXXjMhZNvLhxAcngAkseDrvXWrvXOUUBcXDeBl+9+0Ny7x489I+dWNn7xqap0I586Z/b9xBEvy/1Fo5+9O+QadwOlI+zZIcH0EcxxNk9IV8TAgLHdxcvSXTp1wWQTn7wp51ytm+6/8oCXQ8qGDyivmRm0XYZ9Xlf8Qt1ck/l56U6oVk1ZsSjXaaFi6rdxWLpai7addOsDwB23vwYAsG2Ld0/cNOsd2O8Hwy6dz2YlKZVK2LF9R6J3QDTv9A6I5p3eAdG80zsgmnd6B0TzFS+/ntO80zsgmnd6B0Tz17wZLZzmnd4B0bw/84XTvNM7IJp3egdE807vgGje6R3ovuZXgssvmeduoeSFg9iwjbvulO61nXvMc+/kC9I9Pz1rc/sNyvPldfcZ/d5795uTsnLJXOM77rw9KYv6zH0wPCThIHrB6OIbp2XghptF4IF7ZaL71+43z9NhL5fb80fMe0bd01ahYJbPxe0NIKIHihBCCCEkIz31QHEod75DuQEkQ1ABGYbKL8PWX4adUlARhvqG1k3gZa1irvE9d0oG+i27jSdzHuKR/ftvmnQjjzwq902kTODzjRtyD3fKYP8A7j50O0aG5MtX2Tnp3vb2tydl5QFzfzz+lNj/es3o/vR5Cfbv6zPrlYpy0pH1QM3XxF4D9p5Y8NqjWmR/e/N/Dg0Zu0/P+OlNTP327RAv+bRtIm5E0laM9Jvr/vrX3St1njTH2Dgo91heFIslbNo8kejdlQGid0A07/QOiOad3gHRvNM7IJp3egdE807vgGje6R0QzTu9A6J5p3dANF/xPIdO807vgGje6R0QzTu9A6J5p3egu5pfKW5ccc8B8UApZc7/xZJ4gnbuNs/WfbvFm7514k4AwH33irfp9T92DwBg47Dnne8z1z0qyXPjuefMoLIjT8nsErU5Y6/xAfHcDdjUHTOeJ3ho3NwHd9wu99IGK59hf95LO/iijsbUQiHogSKEEEIIyQhfoAghhBBCMtLTLjzmwsk3Fw4gOTwAyeNB13pr13qnVKs1XH7pyroJvBywgy7KfdIVPDJgLsqQF+Q+Pmr0XfMydfeVTID21Rtyr3fK+KZNeO/P/RymZ+S+2zRm3Pp+1+8jX/8GAODm/LWkrLpguhEGvEDwjRvNfdRXFq0Xh825nq/IQI25ms1L532qDm8y11FFYsPdE3sAADPeAJbjJ00bsHdib1J2pm4GlVyIJJdeGcaeu8Ykd5WKzHluHpD2LS8qCws488LpRO+AaN7pHRDNO70Donmnd0A07/QOiOad3gHRvNM7IJof8rptnOad3gHRvNM7IJp3egdE8wPeICOnead3QDTv9A6I5p3ege5qfqUYGzE2LnmxOOO2nX/NPmnT77rX5Em88z6Z+WHfvjsAAFpLaMXRZ88AAI5clEE7o2PGds89L13p586a++q+u+RZfPfdZt/Dg3JNisNGP088dSQpu3zeDATZe6u0oYMDdoBNLOehbXM1vSBtQjPogSKEEEIIyUhPPVAcyp3/UG43BBXwhqHyy7Dll2Gn1Gt1G3y5PgIvnz1qvv5ePC33zZ5bTV23T0hg8713mFQgBw7IMa68bO6loQ3d+76r1Wu4duM6Ll8W79C7fsbo6+kfPJuUbbSe0svXxCNeXTDXbNMGOefhIWMvP2N/YaPZdhji7bt41swucMsOuZ4l2zS9fFPamYVpc802jsgAgIK2KVlmxctbttnQtTcoY8jW5YE3vjEp+8JXvmWOcV0GfuRFrVrD9fNXEr0Donmnd0A07/QOiOad3gHRvNM7IJp3egdE807vgGh+wJsj0Gne6R0QzW8QB2Oi+cibO9Fp3ukdEM07vQOiead3QDTv9A50V/Mrxd2HDgEAxjbKgJgRmwJoaEC0P33d2Ov6S/IsGSqY++HyBfE2nThmrtkt+16VlD32nX8AAHzpb/8yKbu5YHpAvIxHeNPrjS60NzNFOTbXdu92uZeG7YANVfMGps3aeSW9eW5hNfrcMWkvm7H6rxYhhBBCyCqDL1CEEEIIIRnpaRcec+HkmwsH8HN4AK47ia711q71TilGBYyNjK6bwMvPfuHPAAD/8N3vJmVx7ZcAAL/44D9PyvbY/G9vekC6Jx89/BwAoFSUbqpOmZmbxeM/eAqXL72UlO37O3OP3X//m5Kyf/m+fwEA+G9flkEF0RFzL7zsTeBbrxvtDvRLF3FhwWiuVPDKRkxbF3ndBLpmDLZrs3RbDka2HfSa5LI2XeuVBblPpqbMPbuw4OeLasxZ4/LmDZUHGpb1mlJUxNaR0UTvgGje6R0QzTu9A6J5p3dANO/0Dojmnd4B0bzTOyCad3oHRPNO74Bo3ukdEM1rrwvJad7pHRDNO70Dovk9Xr5Dp3mnd6C7ml8pto2Z5+PWXXuSsiPPnwIAnDkt7cf4RhO2ERUkVGOgZO6NwUjs/5Y3mOs9tEW6/z756e8BAF57u2jhSsU8u776rW8kZW99s8m/uHtc2vSqfRYr777ZOGDupcnLMrPHgjbP4Gl4MwJUTNjGY4/LjBjNoAeKEEIIISQjPfVAcSh3vkO5ARmCCsgwVH4Ztv4yPPrMMXTC4MAA7j50aN0EXg5anW/dKakgvvVdo4W7bpOBFm439YrcDwvzZn9xQco6pVqv4uLkZVSVfJWePGU8kuV+Oeeq9VzW63K/v3qf8SCf8uaRvHjR/C73ibcpungWALBBe4MtRk279sylk0nZwKi57g/cJffY2RPPAwBuu3VfUnbiOWPPe153f1JWse3QjJdC5eoVo49r1y8nZbP22vZ7qRfyYnh4CG9+4A2J3gHRvNM7IJp3egdE807vgGje6R0QzTu9A6J5p3dANO/0Dojmh73M8E7zTu+Ap3nPY+80P+gNTHGad3oHRPP+beM07/QOdFfzK4VSRoOXLkmqj63bjM43jkpvwYFb9wIA7vS8SJvsIIlyJB7smh0QcfhH30/Kzl8199e/fveDSdmVaTNo6xMf+89J2ZHnfggAKN0m1+mm9dJOe4MvpmfMgI0bk/IsuXrNPPsnp2Uw2ORNs+2JM2fRDvRAEUIIIYRkhC9QhBBCCCEZ6e1kwsyFk2suHEByeACSx4Ou9dau9U4pFQrYNja6bgIv9+w2+djUgAS+H/uByYf25GHJi1Yumfv1pRckuLuvas5962j3MsHX4xiTc1Oox3J+Zy+ZNuf4qa/JipHNvVQV939/0ehwbtoTidXInu1yz5bsfaS9bOKTdpNXe/nIxraaNuee22XgwsXj5n7a0C99rVvHzf05NSlaf+0Dptv7gddLt8OZZ83k57GWc6tqcz+dPS/XLi/K5T7s3rMn0Tsgmnd6B0TzTu+AaN7pHRDNO70Donmnd0A07/QOiOar3qwFTvNO74Bo3ukdEM07vQOiead3QDTv9A6I5p3eAdG80zvQXc2vFPfcaSatfvqoPE+HB8w1q9W8TPonTNiD1mKv/pKxcdlryyIr+eMXpA24fMPY/+kfiQ0ntpnrPtAnz4i/++qXAAA/fPLbSdmUnTngspcDzQ2+qMdSlx2bzf6G/MFH9vrcmJKwhWbQA0UIIYQQkpGeeqA4lDvfodyADEEFZBgqvwxbfxl2jFJQqrhuAi/3HTTeyF3b5Yt6/1bzO/Yy/cf2a3LM+5Qb2GDutYkRudc7JY415hYqmJqTY3/77FMAgKkpuc7KDmqJId6cXRNG11vHb0nKNoyYe2F8k6T7uOMdPwEA+NY/Pi4Hvma+ZN/71p9NiqrW2zo0KN7Rt7/V3AtPHJZUJmdePAUAWJiSr+vJqtHA5JzcT7t37wUAzC/IuR09ZgbgVCfFI5AXtVoNly5dS/QOiOad3gHR/CYvG7vTfM3LvO407/QOiOaveLp0mnd6B0TzTu+AaN7pHRDNO70Donmnd0A07/QOiOad3gHRfOx5T5zmnd6B7mp+pXDtsp6TQSgXTpl0P5duiMfz7AXTO3H2rAw0KtpeAv/Fw3mFL0yLpm9OGxv7aWheo42NR4bERpWq0cV173ou2IknT5yW487Ya7ttq8wXefud5h1g17j0QhUHzf1cGJL78NTXvoSloAeKEEIIISQjfIEihBBCCMlIT7vwmAsn31w4gOTwACSPB13rrV3rj6AzBgcGcc+d966bwMsz54z9N3l5ku45ZHR08Ja9SdlsxVz3Hd5kuxVbVoi6l8NIqQLKxTFceknyqsVWVvW63MeForkWmzZJF/ac/c68eFMGQowMmG6/wVFZ73uHTbfxJ/7LJ5OyTYOmy/zNb5DwgdFR02Uw5+VyGt15GwDg9rrY6+QpY8/nT8ggFP190zYuxGLrt77RbPvMScmb9+wR007uGBe75odCQRUSvQOiead3QDTv9A6I5iOv7Xaav+x1FznNO70Donmnd0A07/QOiOanvLbHad7pHRDN173ufqd5p3dANO/0Dojmnd4B0XzFK+um5leKPnvt7jooAyjmY2PPb35fuvtfsln/L3rZ/4vK2PD2A7clZRNj5n2g4j2gz5fN8/78WbFr1Xa/95XL3ra2Lffu4ZINrTl0m3SRu6UTm73uuqLprpuckfZNz5jruW+3PJ8BduERQgghhHSNnnqgOJQ736HcgAxBBWQYKr8MW38ZPvzVz6MjtIZaqK2bwMvnnjfndu2q1E8dMF+EVybFezI1b7yMc/69ZM8trktAe6eUSiVs2boNP3r2aTmOnUmgv19SdhzYb+7ZojdTQMV6WVVB2p6x7cZTq0vy5fv4d78DAKh5QfLXZsx5vXhGvEg/eevbAAAzl8QrO2XX27FTvnzf/aC5ZsePSVsRl40Np6py7U6dM/t+4sgTSdnli+Y+3rtDrlNuxDH03Gyid0A07/QOiOaLXjoSp3k//YTTvNM7IJp3egdE807vgGje6R0Qzc94nm6nead3QDTv9A6I5p3eAdG80zsgmnd6B0TzVe/cuqn5lWLAZsOvLEj7OFA09hz1vPZ9fXZ+R+96brI5gDZulMFMg33GntWCPF9ea9voDUOSYmd0k5uFQuxfsnNI6roMsHF+of4Bbx5IZZbH3mwf7lmSGmZhnVGlNl+NWnqglFK7lVKPKKWOKKWeVUp9wJaPKaX+Xin1vP13U6t9kezMzM3gG49+BV9+5AsAcDvt3zuu37yBj3z64/id//QnAG3fcyanbuJjn/sL/PGfPwzQ/nlD++cHbb9KaacLrwbgN7TWhwC8HsCvKKUOAXgIwNe11gcBfN3+TbpMpBRed+g+vPO/exAAjoL27xmRivA/vOUd+D9+6dcA2r7nFKIIP/2mt+AD730/QPvnDe2fH7T9KqWln0prfQHABft7Sil1FMBOAA8C+Cm72qcAfBPAh5vujLlwsufC2SyT3AKI2h2SvAAAIABJREFUYW6m5dkf6e5J151E1/oSrvViAX2jo7ho7NSR7SOt0VerrJvAy9ER0zXuZ4K/PGXutUuTYusFZbrRat4kv8mBdT/K/f24erMGdGj/SmUBZ86dwNCIdPMuxKYerzq4NynbMGK6DEa8CbZLw6brd2KzDLY4sNfkrbt65VxS9pNvfgsAoL8k3RPHjxr9zdyULsrZm+a+m7ou3bkVGz5QF3OhVjH3wj133peUbdm9GwAwD2m3/v6bnwUAPPKodKFGylzjGzc8u3bGsu0/0FfGXQdvTfQOiOZf8nTuNO/0Dojmnd4B0bzTOyCar3p5vpzmE70DieZLXg4/p3lvSFCiead3QDTv9A6I5p3eAdG80zsgmnd6BzzN+wf2Z0QXOm73u8nffN+06fMV0XQ9tudVlHbmrW96JwBgwOsi77fPuoIX+6Fs99qwF55zS9ncp4WCvKJE7vnj22vRPgBAxWa9mvbeFWz9qt7G2i6PvAE7BastjfZyAGYKIldK7QVwN4DHAGy1L1cAcBHAahju8UqnDNo/L2j7fKH984X2zw/afpXSdhC5UmoYwOcAfFBrfdN/49Naa6VU4L0QUEq9H8D7AWB840YO5V7mUO558/d+AO9t1/6+7R19np2dN4Rfhs2/DCvVCpDR9kDa/hMbNmKgVFw3gZfbxs21XfDmMZyp2esE0dGCnZUg8jyPUc1so7Up64b9CwWFl86ewfCg2Pp1970GAHDv3TIDQLlkzv+OO2+X+vSZMJPhIRm4oBeMXr5xWtJpDNm5MR+496eTstfuN16m4ZLY5vkjLwIA6nXRnPvSnovFKzVg588r94m9RqyGh7wg9/FR027UvOvUVzK2vnpD0jZ0yLLbnvGRERQRJ3oHRPNO74Bo3ukdEM07vQOi+dd6g0Gc5p3eAdG80zvga17qkmjeOy+neb/dTzQvRYnmnd4B0bzTOyCaX/Bm4XCad3oHRPOL6Ej73UZvML1FQ573W7lBRZ5dizZlTuQ9s916sXcesL1K/onU7XWq1hs9Rj4qcjb2ZhNI6uB589ymKfs5T5XUr1p3y4JmbaAtD5RSqgTz8vQXWms3HOmSUsZPbP+9HNpWa/2w1vo+rfV9I14XC2mfWr2OP/nrTwPA9Sz2923fu9q+sqjHdXzpG38DZLQ9kLb/hsHB0CqkBfW4jr/99ueBDu3vN+JkWSy77RkZoPY7pCPt96qS65F2RuEpAB8DcFRr/VFv0RcBvM/+fh+AL3S/ekRrjY/9zWexw8RCXfIW0f4rjNYaX/v2V13iV9q+x2it8Y3vfRlj5ouX9s8X2j8/aPtVSjtdeG8A8F4AzyilXBKV3wbwhwD+Sin1rwCcBvALLffEXDiZc+G8cOYcHn3m+9g6PgEAh+w1WJ79ITk8AMnjQdd62LV+8fxZHD15FOOjndv+xuw8/ub7R9ZN4GW9NtewP+cV993jsd3G68WAtqn5z186h2Mv/gibNm4GOrT/hpERvO2Nb8F990p33et/zMxGsHFYunn7+owNo5J0az/3nGmPjjwloQe1OXN/jg9IGzAwaK7TjHcuQ+Omu+OO22XwgLuNhofkGkcul5lna9eGvXhackjtudXUdfuEDLq59467AAAHDsgxrrxsdDa0oWuet2Xb/+bcPL769DHRO5Bo3ukdEM33e6EWTvO+Vp3mnd4B0XzkdX0307zTOyAarXn1c5r3u42c5gte15XTvNO7vz+/F8hpPvbuEad57c1oEcfBrqOO2/1uUrVdXvXYt41tF7x2tKrNufozgEQFt9zTgm2X/WtXSH7L/twjwreQ6zJMdW3aNZR3jKLdT8HrEozt77p/DKuBxs7CMO2MwvvHJvt7S5vHIctk787d+I8f+C0AwL//4z84ssglS/uvIDu27MKv/U9mgMuffPqPaPses21iJ/7n9/w6AODjn/ko7Z8vtH9+0ParlJ5mIudQ7uUM5Q4Oa102bggqIMNQ+WXY+suwYwoF6A3j6ybw0nkKdV3ukdheR389d90jb05F2OtZjNr9DmzNzm078B9++3+F1uKFPvqs8TQfuSjza46OmXv1uecfTcrOnTWpUe67S+azu/tu44UeHpQmtDhsbPLEU3KPXT5v2rW9t/oeWJvZ3PuCd7f59IJ4KD/7hT8DAPzDd7+blMW1XwIA/OKD/zwp2zNhUp286QHxrj16+DkAQKno2TUnomIZQ1tvSXQMiOaL3tycTvP+eonmI9/DYKh7gyCc5pvrHXCaV6noFWt8f1Pl2gq/PYrssWS1pP3wNO00H3vtllvPby8TzXve3G5qfqXQ9lnsNTNJS1LwYtpLbpBVoAcB3uAShYDXx9ou8q6nst4rP8GArplnpvL3Zy+Z8q5J0V7vste+FZR9bvjPXbttpNq7DoysJIQQQgjJCF+gCCGEEEIy0tMuPKUUc+EsMxdOt3A5PADJ40HXemvXeqdoKFR1tG4CLyNbVvS75qLG9ZymikpsXbLnXip1r3mqVmq4dPoyLl+Q7roTx0xw+C37JEv+Y9/5BwDAl/72L5Oymws3AKSvyZtebwLQ9YIMiCnHpot773bJYj5sr5OqyaCRuVnT/lX8LmJ77Z47JoHqrut/604ZCPGt75quxbtuk1ABt5t6RbrYF+Ztt29ByvJCA1iIVao7xmne6R0Q+4regUTzXhvqNF/wwwLs/vzm3G3hd5E7zWs0diEVPWU6zcee9p3m/ZCHZOhL7N83VVfYsJ7fhjrNlzxddVPzK0UR7hkmuJ47/5pE7tr63XAqvT4AKLs/5dm6YJuDspd7MFLmiVsoetfJLi6WvHbQFkbeti4EyOWTBIDBsrH1QEGOW6vX7LbswiOEEEIIWRF6+rrLodzZh3IvMax12VQ9z43zhvDLsPWXYadomODL9RJ4WbDH7fe+DItWSMWid2+6+8Zz7xTsV2LUxYDaWrWGqxeuYdC7zm95g/FWD22RDOOf/PT3AACv9ebhvFIxaUi++q1vJGVvffM/AQDsHpcUCFU7n50/3+TGAXMuk5clTcuCNh6oaT9tScXY9bHHDydle3bvN/sbkMD3Yz8wMyw8eVhmWijbWRBeekEG3fRVzRXfOupl+88JDaCuVUqDTvOloj9oodHb7zSv0HjPwru3neaV10a5pU7vgGjeb6Kc5otee+Q0X/A8o4nmvW2d5gvecZ3mi56mneYjf6CL/V3wvCLd1PxKUdRLz69Y8J5Xzkz+gJiCcoOP/DbP/B4qibd0wPaADHm2GegztimX/eeGucrlPmlTyiU7aEtL2cy88RRHXqOu7bvEgvdwmrNaqVXaG3xBDxQhhBBCSEb4AkUIIYQQkpHeRqwxF06uuXAAyeEBSB4PutZbu9Y7RcEEX66XwMtC0XVpe12tdj1fR7WqKbu54GWWnzdl9drSXQVZKRaLGN88jrJ3P9Xs/Xb4R99Pys5fNTmf/vW7H0zKrkxfBwB84mP/OSk78twPAQCl22RAzE07q8H0rOQem7YzGdyYlDx3V6+ZCYgn7X4BYPKm2fbEGclft++gCW7ftV264fZvNb/jWZmcO7bhDWOe/gfsoJyJEen+ywsFoIB6Sr9O85EXKuA07zfxbhvlTTPgNF/wxng4zTu9A6J5P/jfad7PGec070+W7jTv9A6I5p3ezbb2GF576TRf99Zzmnd6B0TzTu9AdzW/UpRte1vy2v4+284OeE1mZPMu9hVk8NaQyyXY53X12YFkJW/gUn/RhO+UvNCeSt3cr/W6dH2jbu6/uCZ1ma0YDczOycCNG7Pmt98CV+zze64m185dW//aNYMeKEIIIYSQjPTUA8Wh3Mh1KLepiz8PnD0+vwxbfhl2ioJeMvjylRh4WZ2Zt+v5XlrrffU8lO6+qXoarDnPre/x7JDpmWl878nvoeyn7LCndfyCBF9ftnNyPv0jCdKe2GaCzAe8TPx/99UvAQB++OS3k7KpBXP+l6/L3JdT1ivlz924Y7PZ35CnzboNBL8xJV/NZ84Zb9SmvsGk7B6bpuXgLXuTstmK+QrfsWNrUlaxZYWoe17U5aKgUVqkfad5/wveab7g3e8q8YiLFpzmBzyPhdO80zsgmnd6B0Tzid6BRPNO74BoXnuDlpzm5zwvkdO807tZz6VV8dKlWJ37A12c5mt+qpUuan6l+NO//kTeVVg10ANFCCGEEJIRvkARQgghhGSkx114zIWTZy4coHkOD4CudSDsWu8UBY2yqq2bwMsk31kk19OZ3e82d7tO5U+z+1FtZgNuh5tTN/HVr3011eDVY3OcC9PS5XZz2nS5PXtUJgR+jTbB3CNDEpBdqRq7XrdddIDo68TpM0nZjA0i37Z1W1J2+51mIuJd494E5YPmeheGHkvKnnv+BADg2lWpnzpg7HllUq7T1LwJWp/z80rZc4vrEtCeFxE0hlQl0Tsgmo+8Cd6d5oe8rlKnead3QDTv9A6I5p3eAU/zdQn0d5p3egdE807vgGi+4g0Ucpr3QwWcVlMTlFvNe82MaNlfz0147u2vm5onKw89UIQQQgghGentXHjgUO48h3IDMgQVkGGo/DJEyy/DTrny8jUGX+bI7OwsDv/wMG4/cFtSNjE2BgCoeJ7f8+XL5t+zkk6gOme8SH3ePTExZlMLeG1PyQ6OOXSbeN3c0onNnrepaO6nyRlvQMeM0fi+3TLH3eiIyXLu5sQDgMtT5p65NCmepQXrya35HnF3YN3FdPrL5PLL1/B///Wn8q4GIV2HHihCCCGEkIzwBYoQQgghJCM97sJjLpw8c+EAzOFB1ifFUhETExPYuHE0KRvsM11p1YK0Fa+1eZY2DG1IykY3mazegwMS2F+y3cHanyXbtlz9A9KFHcri73JCSWc14NKplbwmedu46SZc8Aa6zNTMitob1LJgh9FEXjsT1Vz7wW9kQlYK3l2EEEIIIRnpuQeKQ7nNv3kM5SZkvTIyvBE/9aZ3ohD5qTjMvTXsebpvKZuM4IWCl2bEDXAJOIP9+1PFbo5Mb7495132NnZzc0bam8/RpTLx24DaXMP+kjbFn3PTblPzB0JYj34cd9eDTQgR6IEihBBCCMkIX6AIIYQQQjKiejl5oVLqCoAZAFd7dtCVYzN6fx57tNYTy9nQ2v408qn3StDr81i27QFqvwvQ/sKasj/bno6h9oVVpf2evkABgFLqSa31fT096AqwVs9jrdZ7MWvxPNZinUOs1fNYq/VezFo9j7Va78WsxfNYi3UOsdrOg114hBBCCCEZ4QsUIYQQQkhG8niBejiHY64Ea/U81mq9F7MWz2Mt1jnEWj2PtVrvxazV81ir9V7MWjyPtVjnEKvqPHoeA0UIIYQQstZhFx4hhBBCSEb4AkUIIYQQkpGevkAppd6hlDqmlDqhlHqol8deLkqp3UqpR5RSR5RSzyqlPmDLx5RSf6+Uet7+uynvujZjLdoeoP3zhvbPD9o+X2j/fFkT9tda9+Q/AAUAJwHsA1AG8AMAh3p1/A7qvR3APfb3CIDjAA4B+AiAh2z5QwD+KO+6vtJsT/vn/x/tT9uvR9vT/vn/txbs30sP1P0ATmitX9BaVwB8BsCDPTz+stBaX9BaH7a/pwAcBbATpu6fsqt9CsC786lhW6xJ2wO0f97Q/vlB2+cL7Z8va8H+vXyB2gngrPf3OVu2ZlBK7QVwN4DHAGzVWl+wiy4C2JpTtdphzdseoP3zhvbPD9o+X2j/fFmt9mcQeZsopYYBfA7AB7XWN/1l2vgSmQ9iBaH984X2zw/aPl9o/3xZzfbv5QvUSwB2e3/vsmWrHqVUCeYC/oXW+vO2+JJSartdvh3A5bzq1wZr1vYA7Z83tH9+0Pb5Qvvny2q3fy9foJ4AcFApdatSqgzgPQC+2MPjLwullALwMQBHtdYf9RZ9EcD77O/3AfhCr+uWgTVpe4D2zxvaPz9o+3yh/fNlTdi/x1H174SJpD8J4HfyipzPWOc3wrgIfwjgafvfOwGMA/g6gOcBfA3AWN51faXZnvbP/z/an7Zfj7an/fP/by3Yn1O5EEIIIYRkhEHkhBBCCCEZ4QsUIYQQQkhG+AJFCCGEEJIRvkARQgghhGSEL1CEEEIIIRnhCxQhhBBCSEb4AkUIIYQQkhG+QBFCCCGEZIQvUIQQQgghGeELFCGEEEJIRvgCRQghhBCSEb5AEUIIIYRkhC9QhBBCCCEZ4QsUIYQQQkhGOnqBUkq9Qyl1TCl1Qin1ULcqRdqD9s8X2j8/aPt8of3zg7ZfPSit9fI2VKoA4DiAtwE4B+AJAL+otT7SveqRpaD984X2zw/aPl9o//yg7VcXxQ62vR/ACa31CwCglPoMgAcBLHkhh4dH9fj4NqhIHF+FkqlCXKslZQrmpU5DXu7qdbNcx/56Zj/lvgEpiwp2W7Wsk1qSNt8z06s1qYPylunQeo0HfOHE01e11hP2z0z2V0o17HDHjj3mSHE9Kevr7wcA1GpSpnVsyqpVWa+vP/WvqXG7L+PLvza64cdyaHV81XCIF07+yLc9kNH+IyOjevPEjkTbZv/mt9M2IPpWnnPY6dtp22ybt75bHN/pu31ttzr0srVv1+lIMWT59m/X9rfc8iqzPp8PqefDC88vv90HTNszMbF93diri22OY3Hbn9DJC9ROAGe9v88B+PHFKyml3g/g/QAwNrYVH/6dj6OvfzBZvmHLGABgfvJyUhbZB3rNu7g3pszyyszLSdlAoQ8AsH3fXUlZqW8EAFBX3qk5e6Zs2Nh7GTS79dClHXXK/l+2iO3yOLWxPYaWB19yWK+RgA5dBndc2eMv/Mym094KLe3v2z7Er/zy7wIAqtNi01tf8xoAwOVrN5KyWnUOAHDl0vmkbP9e09jtP/CqpKxer9qae3ZR5tx926qAwOM2e5PjxC7+BWncX+hBr931gHc9kuWqoSz2yn7+3Qd92wMZ7T++eRv+w+//WaJtQPTttA2Ivp22AdG30zbg6duvdnLS2bRtfjeu6fQde6ZO1Kh9/RYaD+v03UTb5rhmj7/wM5sC66XIpH2gtf5JJrra9oT48O98HAD4fABSz4ef/+mxjrQ/vnkb/vf/+Ml1Y68Mz9PAekEWt/0JnbxAtYXW+mEADwPArh379I0Lp7BpYixZPh9NA0h/dVydNBf1xNHjSdnurVsAALcdenVSFhWsp8A7i3p93ixLPUIb36K1WvqB7V9bnTw9Gh/Yqf0hsJ6rmF9Bu1jX/TdmK4jUW7RZMYY8cLPi2z70FVgqGjFdm5tNys5fNC9Jw55n6ZaDxlMV3bZb9h0b+8WVm0lZ8iqi/Idw4MZK7p7Gh/USbwQNx2jl7dL2JU0HbnKdeoFKLwvtY7n49t+379VaxZVE24Do22kbEH07bQMiH6dtU1tzYgqNXqlm2jbr2X9jHSj1Ne10HlgvpeliahHg6dtv7BKvlKzYib5b0Ur/7fKn/+k7ANb3g/3n/+nmwFGWZjm2v3HhFADw+YBFz4dl4Nv/lj0H9dXJq+vHXiv0PA3RSRD5SwB2e3/vsmWkN9D++UL75wdtny+0f37Q9quITl6gngBwUCl1q1KqDOA9AL7YnWqRNqD984X2zw/aPl9o//yg7VcRy+7C01rXlFK/CuArMEElH9daP9t0GxVDF+Zw6cyPkjIXc3PpcmPMTbk0nZQNb9gJABjoH0rKkpibeCEpi5ULwhV6EXMTBZYFY250qKvKxZoE9qvjhjJbn8z2X8yV66a7rrowk5Qd2GVcu5s2iJ0rFRs87lUlsq5QVZfA8pTLFG4TY4OC54KPbFnsnVutbruk/H0EuzB0Y1EInfrH/NahLrzGYGfnPo6aBC1mtX+1WsHFi6cSbQOib6dtQPRd9+zq9O207dW6K9q257Noz0J6b65r1C+19tSNmkaqu6h9fTejG9rPAruWFh1nheyvC+be4PMhvA97nMy2j+tVzE1dXEf2yv48XS4dxUBprb8M4MtdqgvJCO2fL7R/ftD2+UL75wdtv3pY8SByH6VM4DKDlmVZaB+LCpsetyOs5+n1d92WFPXH5tpMnr8qZYPmK6VULidlUVLV5m/0BfvFfPGC7G9y0nxNbpnYnpSNbtxgdyzb6uQLXGwQoZYshVcKpE0Vym8WJdfBD7y2Z+F7oOLWHqisKGj0R/VE24Do22kbEH2nvqeUC/5tpm3ZSgW+xppp2yxdWme+LuVwUpdVq+8uQc9Ib+CglsZl3aC/v4xDB/esO3v1or3hVC6EEEIIIRnhCxQhhBBCSEZ62oVXq1Vw5fp5Bi0DLYOWE0/jCnZxHNphbD9QlGNcvnAOAFCZFzf62JhZb2zTxqQsshfHd8XGNg9OoSC2n5wz1/pbj30rKesbNvl0LtyQbr2d46Y7b/9OyTdTKJYAAHXPBMqJwruWWrkgZu/ktMuT5Be6pJ6NXXh+gjUXyBtr6bLslIH+El6zf7toG0j0HXm5SRJ9N9E2IPqOvDKn75pnsETfQc+6biwKoRt/+kHkom8/70pjDimnbx24TqsZdi31Bg5q8Q7SYQ46H6U1Srq6buzVy+cpPVCEEEIIIRnpqQcKOgYWZhi0jNZBy1q7uqxcpuadW0z245tzMrR+sGyOu3lsNCkr22HXpXje29oFqXqeG/s7KoisTp89CQCIS3JuO27ZCwCoxXLc5y+Z2Qmqs/KV/+pbtwIACt4HR2xt5X+gKTe0u6Vnw6ynUrJ3thc7x3bb6akb6Ba1SgWT508n2gZE31Hqw29pfRe8IexO307bgOg70TaQ6FunNOjOWdIiiPE8z5L7CmyqbQDJfeOdhfNsxP695Lwdfl1WTt/dgp6RHsFBLcHnQ8fEdcSzN9aNvXr5PKUHihBCCCEkI3yBIoQQQgjJSE+78AZKJRzasYVBy2gdtOzclf8/e28eY1l+1Xl+f2+Pfcm9qrIqa7NdWS7wUpQN7jaGpmxjwG4N3cagRpa6haVRIwHq0bSnmZF6RjOjhhkxjdQtRLEMptvN4gVstgFvGIztchnjci1ZmZVZS+577BFvvb/54/c795yX8SojXsSLe+Nlfj9SKl7+3nJ/99xzz72/s92m114xg6beDLJqtzS8MBVdsVUTciuk+2bmImNeXaLt6Do9f0EfnLq6GI7r8uJSOnbq2dA4d/9+DTVVR8KxfiHqAwC0OyHEd/SIuorjIUKSqPxcfACr63LjJvE9G+qQ0ER73eesy7hYCrJfrg8whNdu4sqls6luA6rfBeNGF/0W3QZUv0W3AdVv0W1A9Vt0G1D9Ft0GVL+ddd9HfUx1O0wm/jVJ6elg0YytD+GJftvO2qLfNvy3k/o9MBhaygQWtfS+PmyXpNPBysLcbSOvLK+n9EARQgghhPRJph6ocqmAO/dPMGkZGyctJ4XwnfmWlcFgaXWaAIDR8Wo6Vq2FVYNv6Had67UaiK+Np8R3wuuSOW61sfDbM3tH0rGJuLnZKU3AvbgQujfPXb+Yjp3ohNVC3czlu+4LK53RMfWotNPOznZ6iUxex8QD1dVZO+qQ+di11SCXV85fw6Aol0u4447pVLcBq9+mnYDMx+p51G/RbUD1W3QbUP0W3QZUv0W3AdXvxCR4i0ic63JtyKR67JHtYS36bT0gQRcS813Rb9FtYGf1e1DQM5INLGrRLxUGmOxcLACTY+62kVeW11N6oAghhBBC+oQ3UIQQQgghfZJpCM/7BPXmCpOWsXHS8snT1wEA9x3WuQyacinMb6KqIbxODEmUjEu0kCYdrw/h2R41RRe+c2BWuzO3YpiuM6LhukkXjuvJC7q/x198AQAwVtbQXCN6iE9d0IezNlbC/L77fu32PDZWkgnq7GSq5ngUYsikYMY68XhcWNF9O3ku6M7eUZ3LdikWHMZr1VS3w3QbN0xW9bttwmui36LbgOq36Dag+i26Dah+i24Dqt8mrzzVb9HtMBfp5WR1X2J9thN5e93nRL9FtwHVb9FtYGf1e1AwtJQNLGrpfX3YLs4BtZK/beSV5fWUHihCCCGEkD7J1gMFj1anyaRlbJy0fHhPmPTBiZ07RO162C6KusItRdlbL428tqsGOR5dz/OS/TSHrbMSZHrm5MvpWKUQVhBzRs7jI2HVMD2mx63dDN+dnN2Xjs2thu8cv6SJtQenxgEAs5NatloSb1NBl+Wrq2G7zZbqUKUW5HytoWP3ToVjvXfvOAaG9/DtdqrbgNVvI7Co36LbgOq36Dag+j2hQ6l+i24Dqt+i24Dqt+g2oPrdNh2zU/22it7LA5U+T814WeLHRLcB1W/RbWBn9XtQ0DOSDSxq6X192D4eLmnfNvLK8npKDxQhhBBCSJ/wBooQQgghpE8y9Z87hMRlJi1vnLT8ujtDYuhVzGCnGK/GZFFnQi/yMFPbI0j++vXHw+6bSx8Wq5+7duUCAKBZ13CFPKx0uqr7e2j/HgDAhbMamhiL4Qq3ajqCLy2GsQm99780H1zAV+d1PyanQnLvlTn97nIMk9xlQnMj++4AAEyYYzk+FfTphTkNP20b71HyrVS3gd4hPNFv0W1A9btlXOai36LbgOq36Dag+t3QKG2q36LbgOp3qtthgjJ1MxYGC6aHkehAx4SLRL9FtwHVb9FtYGf1e1AwtJQNLGrpfX3YLs57FF4jhHcryivL6yk9UIQQQgghfZJxGwMfEpeZtLxh0vKxq2HfV0b1WWeDplYKh79jvE1J2sFYP2cL1hW3bmTdbwAYmQ77NDap5d6j0eNVm9B9W52/BACYmNTjcffh0G1ZVvsAsBJVp1lXz0ZSD4N1oy9X4yq/ajw5hw+FuYxO6irk9NWQIFx2uuq9NhKO/9WGes22i0PoSm31XPXbJJbH922ir7wtug2ofotuA6rfotuA6rfoNqD6LboNqH6LbgOq3yXrbYr6LboNqH6LbgOq36LbgOq36Daws/o9KOgZyQYWtfS+PmwbBxScv23kleX1lB4oQgghhJA+4Q0UIYQQQkifZBrCK7iQuMxILPYGAAAgAElEQVSk5Y2Tli9fD9ttXdm5h62mfXuMmH0SQ0j2c+n/erj0u2J48bumR9DsVAiXHX2zhs2WLwR38PVzKvuRGLpoQUMY5+aCy3bCNDsqlMIxKkxqb5wDhw8CAK4uaVivshJk+fo96rJtIMj5pSsafqqOBrdxo6rdu+fnw3ePHz++bne3hffdwZ1Ub81DeCWEZ2QtnxPdBlS/RbcB1W/RbUD1e8x0J0/1O+o2oPotug2ofotuA6rfy6Yruui36Dag+i26Dah+i24DO6vfg4KhpWxgUUvv68O28UEGt4u8srye0gNFCCGEENInGXugHGqlEpOWsXHS8vmzwftx4rmTPfZ4MBQKsRQ7Wd9xuGvF7F7bA9VV/Syep47KZe9YkPmBIw+kY8/U5wEAE01Nei3P3gUAWL1uVtvFsLKuFNQr8ro3fg8AYM8bHkvHTp4MzxGbmDuVjt03045z0mP50qVwbOol9XKNz84CAK5d1eez/cM3vgUAeOVFfc7cdvHwSLy/YcWSZvCuG7GIfotuA6rfo2a1Lvotug2ofotuA6rfK6a1gei36Dag+n3VdEUX/RbdBlS/RbcB1W/RbUD1W3Qb2Fn9HhT0jGQDi1p6Xx8GQdC120NeWV5P6YEihBBCCOkT3kARQgghhPRJ5k/y9D5h0jI2Tlp+5bnnAQBH9kykY9/GYHGFcPhtd2wPebio+Zx0ny7Y++3Cus/p8TCDMcG1c0XDO/c+9CgAYPQt35+OdRphEvetatJr1QW5jY+rW7iw/xEAwLefPZeOPfX5rwEAvu+wHsvannD8T8zrVOZc+J2KcT1fiKG7F559Oh27eCq8fvzh+9Kx3zzxTWwbnxjdBm6u3zaEGmQtug2ofotuA6rfI6aXkOi36Dag+i26Dah+i24Dqt+i24Dqt+g2oPotug2ofotuA6rfotuA6vegdXuQMLSUDSxq6X192D4+yvb2kFeW11N6oAghhBBC+iRjD5RDoVBm0jI2Tlp+65HwuR9+5zvSsb/48hcxSBInnYlNKTbCfniTMCtydk5LnaXs2a5WPOJY0ZQ/t+Jzui6rx6h2z70AgJnpe9Kxiamwop5b0M+txhLs6b1aHv/shcsAgC/+xWfSsbuqYXv7DhxKx775ckii/ftXTLn9vXcCAC6e1ON2/Pln48bUVfWjb38jAOBtj7w+HfvNP/o0toND0Osu79xN9NvKVfRbdBtQ/RbdBlS/RbcB1W/RbUD1W3QbUP0+aWQj+i26HeYV9Ft0G1D9Ft0GVL9FtwHVb9FtQPV70Lo9SOgZyQYWtfS+PgyCILPbQ15ZXk/pgSKEEEII6RPeQBFCCCGE9Em2ITzn4AolJi1j46Tld33vWwAAxZom5g6aVuyIXKqoGrh2cJN2PcxW3uvhRnfmGBViiM92O5JvjDp17XauBRmsjmtHalGJy+dVgItRVmcuaRjuG8+9CgComnDimx8Mcvv8106nY1/+duir0zbKdvbcSwCA5QUNiRwaD3N9/+NvS8ceuCeEAlvNwYYwbgzhqX4beaVv9whZmAcCi36LbgOq36LbgOq36Dag+i26Dah+i24Dqt+i24Dqt+g2oPp9wbjRRb9FtwHVb9FtYGf1e1AwtJQNLGrpfX3YPsHu3C7yyvJ6Sg8UIYQQQkifZN7GIHElJi0DGyYtl4rhTnknH0fVWAzJpPWKrj7Ha0Gm8qwvIHTRvpF0Feis96QQP28+Fw+hzYl27SCj68c1wfisi+WlU9r9eA5BBufjMQCAy9euAQCqo1qO+tkvh3LVrzytSYOFWN5aNQuOxdNhtfL6O7Qr9w+8LazUKyNaPv7MqdDBttUe5AOpXPDAdskrCMc+h0xlaMZEv1vqgRL9Ft0GVL9FtwHV71XzTDTR72eNXEW/RbcB1W/RbUD1W3QbUP1OdRtI9Vt0G1D9Ft0Gdla/BwU9I9nAopbe14dt44Jcbhd5ZXk9pQeKEEIIIaRPeANFCCGEENInmYbwPBxa3jFpGRsnLXdi+Mi7QYaRuilG1/+q6TS90AnHZmZEe8qUiuLu1e9KmMK6hXvN1Imr2BxfVw7bnfS63XIjhOYaayqDawsheXb5qj4UcjE+9PTKZR17+eVwjMqmE3axFH572oTw7njgAADg3sNH0rFGnNeVee2NU/BBJ0uFwfp73Q0SSnXa6nmUa8HIVfTbflv0W3QbUP22IVTR70WT4C36LboNqH6LbgOq36LbgOq36Dag+i26Dah+i24Dqt8dExrdSf0eFAwtZQOLWnpfH578xpcxCG4XeWV5PaUHihBCCCGkTzL1QCWdDhqLS0xaxsZJy50krLzayXpZDIrpmbBPY1BP0NJqXAnXdWxiLMjI3m2L7LuPR4/nfvUoy/fxWVxFs/qZqYYS7CRR2dfbYeyvXngxHXv+RFgVl83ifWI6eMuaTS3jvmsyzPmn3v296dgD94QVesvMsFQMcyl1zOosCb/Tbqt3Yds4oODcTXUbUHl2eyzi54rmO/Ft0W1A9TvVbSDVb9FtQPVbdBtQ/RbdBlS/C8azJ/otug2ofotuA6rfotuA6rfoNrCz+j0o6BnJBha19L4+DIZumd3K8sryerrhDZRz7jCA3wVwAEG2T3jvf9U5NwvgDwAcAfAKgA967+de63fI1lhYWsRn/upPsbK6AgAPO+d+jvLPhivX5/F//87vYS4Ydso+Xyj/jGk1Gzh7+kV0wkKG8s+Q6/Pz+J1PfQKLy8sAZb9r2UwIrw3g33jvjwJ4O4B/7Zw7CuCjAL7gvX8QwBfi/8mAKRQKePwf/yD++5/+GQA4Bso/M4rFAn7mn/0Ynvj3/yNA2ecN5Z81zuHgHUfwwBveDFD+mVIsFvDPfvh9+Pc/9wsAZb9r2dAD5b2/AOBCfL3knDsG4E4AHwDwrvixjwH4awD/9ma/5eBRdG0mLWPjpOVaJYSPZmqjwL5RIPSdSRBOpi3J/0aS+EDUklM1mB2L7nMTvUp8CGn5LtkHV6htedPLBawHybrgw+dKRd1uwYV9n2vr2FOnQ3Lsi2cvpmPl6NJ3DT1u7XronfPIQe2Y/S9+5IcAAA/cqwm4nXR+Opd2J/xOs2G6fLfD+5NjU5gcm0I7fGR7svdAkqhuA6rftm+Q6PfNdBtQ/RbdBlS/RbcB1W/RbUD1W3QbUP0W3QZUv0W3AdVv0W1A9bthzjnRb9FtQPVbdBsAKtBwzQYMVPf7gaEl4LkM5M+iFj2Hko7DyOiknEfbkr0DUHTFW1pem72e9mFvNkVfSeTOuSMA3gzgSQAH4s0VAFxECPH1+s5HnHPfdM59c2F5pddHyOapoA/5W9lnOMdblb5kD3TLf566v122Jf+M5ngrQ9uTH9uzPUu0PTvFppPInXPjAD4F4Oe994s2UdJ7751zPbOzvPdPAHgCAB66724/PTPBpGVsnLQs3iEfk9/WgofkfgA/vVn5W9n3el9E6e3qIn7KFW3J9nrZy8HpWjGnHZa7thK2YVxaPnqeWisqvzPnwgrilHn+1srELABgbN9kOrZ6IejLREk3/ANvfhgA8P2P6rPd7jsUSrFtzmASj4PoQ3gt+2tKz4thlVKMK621ev+yj++l8n/dPXf5er2Z6jag+m0TxjWJ3GxDXvSSq9kX0W/RbUD1W3QbUP0W3QZUv0W3AdVv0W1A9Vt0G1D9Ft0GVL9FtwHVb9HtMP9Nt4rYlvxf6zOb4Xb3jDRbLXzxq4O1Pb1gUcv668MgbM9D997tHUq3hbyAzV1PB8WmPFAuPGnyUwA+7r3/dBy+5Jw7FN8/BODya32fbI92p4P/8zf+CwBcp/yzpd3p4P/49d8BKPu8ofxzoJMk+P+++HmA8s+cdruD/+0//yZA2e9aNryBcuG29LcAHPPe/4p567MAPhxffxjAZ278Ltk+3nv86sc/gcMH9wPAJfMW5b/DeO/xH3/3Dyj73QHlnzHee3zpK3+DmelpgPLPFO89fuX//TjuPnQQoOx3LZsJ4b0DwE8DeMY59+049u8A/AcAf+ic+1cAXgXwwQ1/yQdXGpOWeyctt02YpZOEz33nxRfxpW98C3cfOgAAR+Mx2Jr8b0BDR0aCEpqz3ZTF3WuSmEuFStd73b+nSESiYB6OW4/hh/MLur9z1RC6G5nQfh6FVgjrtddMInI9hCu+52F9UOSHfyw8bLVUqaVjzdhOp1g24bH4NzHu6LRPjxmTPj3Pn3oVX/z6N3HkzkPANmVfLBQwOTGS6jag+u2M/Aup/Nf3geqO/cRwpFkDiX6LbgOq36LbgOq36Dag+i26Dah+i24Dqt+drvlF/e3oOSL6LboNqH6LbgNAs6Py2ICB6n4/3K6hpadPnMTxUydxz113ABnIn0Uteg5968Sz+PzXnsK9d90JbFv2Ht61bml5bfZ62oe92RSbqcL7CnqH7QHgnwx0NmQdb7jvCP7w//nfAQAf/IX/+Xnv/aPmbcp/B3njg/fhL574jwCAH/7Iz1P2+UL5Z8zR192Pz/72fwIAvP9f/izlnyFvfN2D+NzHfgMA8PiHf4ay36Vk2okcLiQdM2n55knLAJC0JQnXZHcOGGd8MjomHhnrgQrys11cm52w8h6rjegPejmY9oCEsRXze2cLQb7NB+7X31sMnZWPf/Ub6dgzz70AAHjLPk3UPXQ0dJ49sk+f51WOv90xibWVKNOOt+sp1z1P87pg1ghJQbpHD/C5SS7oeMH4J1L9tjotet7lJTM/ItOOx8ybVaDot+g2oPotug2ofotuA6rfotuA6rfoNqD6ndgVadRvb7wEot+i24Dqd2I6BO+kfg8KekaygUUtva8P28Y5FEqF20ZeWV5P+Sw8QgghhJA+4Q0UIYQQQkifZBvCg7ivmbTcK2nZ9di3pDPYvhVd+OiqT9aHqrwJX0mob8U+XDf20xipqJtUHpjqSuomXeyE75xNNGywMhKScq9e1AeiPvl3fwsAmD/1bDr27qOHAQCve72GF67NBUEfvUfDSu1WfLCr8T1Luw8brUskedfEmlwawlO8dI8uDG594RB03Oqv6LfoNtD7YcI6L30t+l03YUvRb9FtQPVbdBtQ/RbdBlS/RbcB1e+mPt821W87uyR1/VudkQ7ctvP6+n3bUf0eEAwtZQOLWnpfH7aLg0OxULlt5JXl9ZQeKEIIIYSQPsnYA+WiN4NJyxslLav3Y7BllxYf55Ik1iMT52Q6tooH6vIV9RhNj4bVQtF0Na7H33n1nHY/ni/vAQA0pkfTsdMnXgIAPP3kk+nYC8+E47C/ojKYnH4rAODM+bV07I7JcGxKeojgo77YprxS3poYHZLPdR8O3/X3xteDw8GhmOo2oPotug0Y/bZzSPVbx0S/RbcB1W/RbUD1W3QbUP0W3QZUv8vmvBH9rphEcNVvc87JmJmz6HdiPZmFXp69ndPvQUHPSDawqAU9rw/bxjkUXPm2kVeW11N6oAghhBBC+oQ3UIQQQgghfZJ5Ejl8gUnL2EzScid+bucSOTvxtxMzaW1Ho+GAdnxZNJ2Yq+UQBlg1OXmXEVy1zy9ql+TzUeZJ+UI69uLTTwEA9pW0D9GjD4aQxJVLGv77h2MnAQCVqh7f8uGDYXqvqqzqjXCM9s7qMR+LHZaLJiTo4z7ZZOA0XNflFZadGmwIw3tnwhRGv024VPTbGV0Q/RbdBlS/RbcB1W/RbUD1W3QbUP0W3QZUv0W3AdVv+/xNEVfS9VDTMC/XFcKL77lebvSO+Vy2icpbgaGljGBRS8/rwyBwKNw28sryekoPFCGEEEJIn2TrgfJhxc+k5Y2Tltut+NywRnPde4MiiSXOiVnxFcQVY+7yfUx6XVtbTcfONMJY5bB2uG6OB9kXZ9WzdPyrfw0AaFxfSMceuSMcm/e/8+3pmKuG31taVdnvGQ9epLW6ekrarSDncxcX07GRUlhZN51ut7EY5j89PZWOFUuygrFdtMPfxHh30oWLH9zp4X14urr1QIl+i24Dqt91c46IfotuA6rfotuA6rfoNqD6LboNqH6LbgOq394kuYt+22fciX7bz2kO+XqdvpluAzur3wODnpFMYFHLzc+bLeOBTqdz28gry+spPVCEEEIIIX3CGyhCCCGEkD7JPIm8g4RJy8CGScvixbYPEh08xRv+qnu06NSNvrgc9vfSNe1cnUyHpNipmobIrl0OsnzyK99Jx5bOnwUAvOdNd6djP/LOtwAARke0m3K7E/b9gHnorXSNPTClcj6/ELbxd196Kh37/je8EQBw6OABnctc6I2zsrKSjk1MaMJ1uo0o+4bpxVToiMwHt77w8EiSTqrbgOq36Dag+i26Dah+nzehHNFv0W1A9Vt0G1D9Ft0GVL9FtwHVb9FtQPVbdBtQ/fbmfBX97nKdp2E92/k3JqWbyNDO6vdgYGgpG1jU0vv6sF2892h3WreNvLK8ntIDRQghhBDSJ5ku/7wLictMWt44adlJ4qpbn7g6KNIE0h7JsSiqV+p09Cxd9OqJOHhHKK0+e/ZqOvb3X/0qAGD1/Cvp2AffEbxD73z0oXSsVIjP+Gro8ictizcridV6SPx76bSuiE5Fj5ZvqDes6MLvFDv65YnR4N1aWlEd6iTrk2jTRYopeV1cjcd1VD1kg8AjSXUbUP0W3QZUv0W3AdVv0W1A9Vt0G1D9Ft0GVL9FtwHVb9FtQPVbdBtQ/RbdBlS/RbcBk8jZlTsd/tNVSRz1W3Qb2Fn9HhT0jGQDi1p6Xx+2jfPwzt828sryekoPFCGEEEJIn/AGihBCCCGkTzJ/mHBIWGbS8kZJy43Ys8U+mHTQvPOnP7Jjvy389Vc+t+Pb+L0//8KOb2O7OIQHyopuA6rfotuA6rfoNqD6LboNqH6LbgOq36LbgOq36Dag+i26Dah+i24Dqt+i24Dq9810G1D9Vt0GRL8bptv5Tur3oGBoKStY1NLr+rBdOh2PxeX6bSOvLK+n9EARQgghhPRJ5jXESYdJywA2TFpeiKvJ8QLvcW8NHFAoproNqH6LbgOq36LbgOq36Dag+i26Dah+2+fUiX6LbgOq36eMR0v0W3QbUP2eMHop+t2x5fuyPXtaR71NdRtI9XvBeEqGQ7/pGckCFrWg5/VhuzTbbZy+PHfbyCvL6+kwWC9CCCGEkF0Fb6AIIYQQQvrEZZko6Jy7AmAFwNWNPjsE7EX2+3GP937fVr4YZf8q8pn3TpD1fmxZ9gB1fwBQ/spQyZ+2Z9tQ95VdpfuZ3kABgHPum977RzPd6A4wrPsxrPO+kWHcj2Gccy+GdT+Gdd43Mqz7MazzvpFh3I9hnHMvdtt+MIRHCCGEENInvIEihBBCCOmTPG6gnshhmzvBsO7HsM77RoZxP4Zxzr0Y1v0Y1nnfyLDux7DO+0aGcT+Gcc692FX7kXkOFCGEEELIsMMQHiGEEEJIn/AGihBCCCGkTzK9gXLOvdc5d9w5d9I599Est71VnHOHnXNfcs4975x7zjn3c3F81jn3Oefci/HvzEa/lSfDKHuA8s8byj8/KPt8ofzzZSjk773P5B/Cg6ROAbgPQAXA0wCOZrX9bcz7EIC3xNcTAE4AOArglwF8NI5/FMAv5T3XW032lH/+/yh/yv52lD3ln/+/YZB/lh6oxwCc9N6/5L1vAvh9AB/IcPtbwnt/wXv/rfh6CcAxAHcizP1j8WMfA/BP85nhphhK2QOUf95Q/vlB2ecL5Z8vwyD/LG+g7gRwxvz/bBwbGpxzRwC8GcCTAA547y/Ety4COPAaX9sNDL3sAco/byj//KDs84Xyz5fdKn8mkW8S59w4gE8B+Hnv/aJ9zwdfIvtB7CCUf75Q/vlB2ecL5Z8vu1n+Wd5AnQNw2Pz/rji263HOlREO4Me995+Ow5ecc4fi+4cAXM5rfptgaGUPUP55Q/nnB2WfL5R/vux2+Wd5A/UUgAedc/c65yoAPgTgsxluf0s45xyA3wJwzHv/K+atzwL4cHz9YQCfyXpufTCUsgco/7yh/PODss8Xyj9fhkL+GWfVvw8hk/4UgF/MK3O+zzn/IwQX4XcAfDv+ex+APQC+AOBFAJ8HMJv3XG812VP++f+j/Cn721H2lH/+/4ZB/nyUCyGEEEJInzCJnBBCCCGkT3gDRQghhBDSJ7yBIoQQQgjpE95AEUIIIYT0CW+gCCGEEEL6hDdQhBBCCCF9whsoQgghhJA+4Q0UIYQQQkif8AaKEEIIIaRPeANFCCGEENInvIEihBBCCOkT3kARQgghhPQJb6AIIYQQQvqEN1CEEEIIIX2yrRso59x7nXPHnXMnnXMfHdSkyOag/POF8s8Pyj5fKP/8oOx3D857v7UvOlcEcALA4wDOAngKwE96758f3PTIa0H55wvlnx+Ufb5Q/vlB2e8uStv47mMATnrvXwIA59zvA/gAgNc8kLVqxY+PjXSNFQrBCdZ1I+fiH6cOMuecfSsSvlNwbt3nuj4Vf7vrvfi61w2k/QX5TpJ4M2a33r2NXjjzix7rP5ckSfwNrP+cGbt6feGq935f/G9f8nfObe1OmQhW9sAOyf9NjxwNL6wupIqx/ifarVb6ut6oAwCWV1bTsWazKRNIx+Scc13nzWvPyb7le4zZ8/RGEp+s/7Ldj/S8Xn+O2HPq6vXFLet+/Az1f3tsWf6z01P+rjsO3HCMI0aRCqkerbfnvfTT6ofqcteJAwAwGohOJ/yv2dTzZq3RAACsrCynY+12BwBQrVTSsXI5XC5LJb1sFtLrQ0e/2+l0/YZ9/+r1xfU7sjG7Uvff9Maj6Wtvz/N0bP153MuC9DrG7ma6YH4t6XX9Tn8oWfc5e9xXV9cAAGv1ejrWiPay1W6bz9VvtP0p27mBuhPAGfP/swDeduOHnHMfAfARABgdqeKH3vGmLoGmN1DFcjpWrtYAANVqNR2rREUeqernKi4qeU0/VywWAXRfWFrtIJRy2Wwjvm6ZzxXjoSkW1t+4ra2tpWMduSEr2gvH+hO4E0+kgtPtyv7a7dbjAUyMBsk25OYKAH79d/74VbPBDeVvZU+2zas3/H9H5P/lP/4EAKCTqH40GuGGyBmD4KKetc2J7uNN/qUrl9Kxky+fBABcuz6XjnXa8lcNPJz8tm5Dbr7qxsAsLq0AAFbXGvp7UeWbbdX9dtTbpKPzk3Ok29jKaklNURLn0IF+9xN/9MW+dB+g/g+YLdueOw/ux5/87n9ObR+g9txFew0A1aosrlUXSvG6YD6GZivopb2OiD3vdJrpWKMVdPT0uQvp2Le+/QwA4NkXTqRjJ18Ju3Ll6tV1vzdiri3jo2F+j73lzenYD33/OyH7KKw1wrVi2dyQNeLi5m3v/hC2wK7U/S9++vfT141m2Gcr/1I8Zu2WjokjomJuTOWG1Jl7ANEFBx0LzjfA+/U3pla3knjdPXPpfDr299/5DgDgq09+Ix07fvLlMPeW2pnayCgAYGF+IR375reeudH2p+x4Ern3/gnv/aPe+0erlfLGXyADw8o+77ncjlD++UL554eV/ezMVN7Tue2g7mfDdm6gzgE4bP5/Vxwj2UD55wvlnx+Ufb5Q/vlB2e8ithPCewrAg865exEO4IcA/NTNvlCrVvG6Bx6AM+42CQ9cm9PY8LW5eQDAoglf1UaCS296ciIdmxiP7lUT13TR7d+dCxVe23CHuGiL1jcc4+PWHSjYMQkPdnrEfbt+L3qY24lut1IIrksJ79m52u9qCPI1w9d9yX/PzCR+9N3f1xVnrtVG4lx0fhJ7rphwZ0lkZcRSjCGmXmFWm/fSijK14VPNKzPyE9mbCYprN83jAVLdaZttiCytS19el4oV87n1x2t1NYTHmuZ4tOV3zPx+47/8yY1f7Vv/N0O5HObrmyY01yMHSo5Zlwwje/fuSV/P7g2rf6P6aUi5UDC6CnGFq/wlzGzlv7y8BABYWFxKx67G8/Xytfl0bH4xhC/W6vrdK1euhO8u6OdkDkmiIcFWDL202zp2Azsie7Jp+pS/Q6FQ2DBsUyrFsF6PsI3NMUr11xikJIajz17SMFy/YZvE6++Njk2GzzVVB89cDmHwhb/5uo6dDuHB97/3PenYIw/fH353ZjIdKxZmMCB2je7b64Ycz+88/Q/p2PUYBnvrWzXkOTISjnHZXDcKhXA8u3ItU1ut20h8vO62NaWgEK+ZK3XVj69/45sAgL+1x/3lVwAAq3U9ns2O/Ibq5cR4uL8oOGsbX5st30B579vOuZ8F8JcAigB+23v/3FZ/j/QH5Z8vlH9+UPb5QvnnB2W/u9iOBwre+z8H8Oeb/fzs7Cx+8ic+1OXNkVXuvEnaOn36NADgmWeeScdOnToFALi4qKvXelxpT0yMp2Oyyula7cS7VG9WMbKqtv6ddqzGaBdVLOItsUnfN849/FCsODCeFvF4+cQkh8eVUqPRMF+VijudjXgWrNfsRvqRf5IkqK+sdnlp6ish8a9XAn/HqEYlTt8m8BdK4RgWyrqS8NGb0DFySRPpzTEXb5T1nhSjnO3nZK5WBjdL4LfeNflt63XqlcAv2+j2HMYE/puVpqF//d8MstK2VSDiFSqaVdFaTEq1VSiyCrSrJ1nBj45o9WsxHm9Z8Ydt9KoODXMpGZ1G9Dza5PBW/Or1efVKvXruIgDghbjiB4Az50Kkwa4C77nnbgDAwX1707GD+8PrkYrq4J998e+75rYTsiebpy/5O8CVSkPldSjFDOhiyXjIRsJ1pmxs1LGTLwEAlj/xqXTsx5s/AgD4nkcfMfuLgbFbdD8xkRWxn4WCnrO//hsfAwC86+XT6dgH3v84AOBARe3ReCV4AEtOj6dcNxKTMC7J6IVEdaHjw3b/5u+eTMf+2yc/AwCYW9Zq5OUYaRgf13uFcrSXiYk+VKJN9LXNFS6yEzkhhBBCSJ/wBooQQgghpE+2FcLrl3K5jEMHD3aFqiSccnDvbDr20P33AADedPT16diJE8cBAF/9hrpoXz4fEvjW1gBYCGAAACAASURBVFbSsbHRMQDdIbxyKYZ9sD7J2IZuknYSP6dUa7X4SkeT+Dstk4iYNk0z7mIJfTgj5npMSmyZ3hhpqMqG9eLfXqHDrcAE/oEm8O8Y7ahTSY85dkwIWru5rg/7Wt2XPjvVak2/G/WxZEK3svtNo5chxQJwUNl0oku90dHtSp8d6bEDaJ8d6bEDaJ8dW1Dw4kuvAAAuXNTeVdJnR3rsDIK9e6bw3/3Iu1gcESaYjvUojhg47U4HVxfmhypsI/bZ2gVJu5hf1evNvpgoXhpRPfijP/scAGBm/4F07A3334FbDdtQVK5TD73hDenYzMw0AOCTn9Tw5sWLwR7s3XcwHbv/vnCdP3RQ5SUNTG2Ty3IMqx7YO52OnT4Xej393h/9aTr28vlQrFIbUZsn52mtpmPptdWYeTl3ezXk7gU9UIQQQgghfZKpBwreoZAUu7osd+Kdfq8uy9PTWgb6PY+GfmB336MtMLLosry0HBKtt9ZlWR6jcfMuy7Lism3m5bEGg/KBMIF/sAn8O4V4OWxyeCfOo2QcbNpuYH13Z7sydD0SxqVM3Jmk2bSjr+2aH10ziTmXpExcSsQBLRM/bhLGpUxcSsTDPoXfkxJxQMvEpUQc0DJxKREfBEkCrDY6LI7AxsURg+bqlav49Sd+e6i8DmKLayPGdsdj3mzo/O64I3hcZibH0rHvfDsUxX3uC19Ix6Yn3odbDevFE32rmWKVdz/+gwCAF37txXTsS1/+WvjcmEYzZvY8DaD7ujExERP7u86vcCzGR9WmnL0QPNenXtFE9SReb5tt7QTvY4d0G32Qbaytqdfy0qVwTk7PbK7tBD1QhBBCCCF9whsoQgghhJA+yTSE55xDuVxhl2V0d1mWXif1ln1IYvjrBxTEYwJ/fgn8/SC6b8Nw0t33ugm1Sndf6ewLaHdf6bEDmEdcdyUax/PLm5BU7LNTMMdE+uxIjx1A++xIjx1A++w0TdRc+uxIjx1A++yUTCxS+uxIjx1A++xIj51BkHQ6WF5YZHGE/ZGMWFxawZe+/LWhCttImL9qwn9iOu2cU/th7NHUbAhRv3JG5/e1r+s5dKvQlYLRluIX1d+3vz2k3fzZX/5VOnbylXDdKI9oGP/aQrBrtrP55Eq4rkyYc1N++/nrp9IxuQZ3vJ6bazHJf82rnZ8YC8dxeVn1Q3RBnv4AACuy3Qnd7s2gB4oQQgghpE+yTSKHR5J02GUZ3V2WV5bDHfhV42G4Ph9aC4hXDAD+5qvPr9uPTcME/twS+PtBuvtaz4F095XOvoB295XOvoB295UScUDLxO0qXPa5bTxxUiYuJeKAlolLiTigZeJSIg5omXi5tD7htmLOQykTtx5A2U+b2C9l4vvMs8S2y8z0FP75+3+UxRHIvjjCOQdXqA2V10GOkfU6jsQE9XLZePWiLNfqa+lYK3q+2h393LPPH8ethvUUipzs9XRyMpxDs7Pq2SudC+fa/JKVV7AlEzVjP2KEZnFOj+foWIhw2OPksRI/bzzGSZD7/JzaqFp6vVV9m5sL166y6Tbvk3C+2PYkN4MeKEIIIYSQPuENFCGEEEJIn2QawvPeo91qs8syurss33lwPwBgraFuzeWV4HZumJ4jv/HxrT8/kgn8+SXw94OEqm0oR7r7SmdfQLv7SmdfQLv7So8dQPvsVM15I312yiaZW/rsSI8dQPvsSI8dQPvsWD2XPjvd4afwx+qRnOs2XCp9dqxNkD470mNnEExOTOA9P/CPWRyBHIojXAGl8shQhW1Eb7vCotGmdOlB/M7c3LV0bDXVHf29a17TM24VbMpEzHqAc3o+nInXTvuki0YjHNs1mz7gwvk+O6OpLg8+eAQAcP2ayvXi5csAgKSo13sn3ett2kicVtHcA8zFVBNbFCAnhB2bng52cGRU04JuBj1QhBBCCCF9knESeei0zC7L3V2W3//e9wAAHnn4/nSsFhNoi4XNdUTdGCbw55bA3wdJj+efSbm9dPYFtLuvdPYFtLuvlIgDet7YFbwkf0qJOKBl4lIiDmiZeGIS8aVMXErEAU1Qt9uQMnEpEQe0TNyu6mX1Z3Y3nbOVwbbxHp1Om8URyL44wicejUZzqLwOI6vhfZvkLt7Ggrkura6GY3ltTu2H5LavGi9myW8uKXmYaLdtRCfIptFU3X/hREj8X1zRMSlcKRtdnZ4Itueh++5Jx6qlIMSJQ/vTsdFykPvZy6ofzU58PuF19XJ1EOxHrabX53q0R522aWNSC8d7j4msiE0sFjfnW6IHihBCCCGkT3gDRQghhBDSJ5knkXc6bXZZRneX5eVPhITgH2/+SDr2PY8+EvcXA4EJ/Pkl8PeD7L3t1SO9cKSzL6DdfaWzL6DdfaXHDqAhCOmxA2ifHds1WPrs2OR86bMjPXYA7bMjPXYA7bNjQ3jSZ2fFbje+b3vryOuRrofABr0YZL8iD492u83iCGRfHBFsT3OowjZj4yF5fW1N7ULa88n0QJMUFEnhAIBytH/2vFkq6OtbBZvmIefx4qIekxeOHwMALJg+ayOj4Truza3HzEywC7VRfSCz/M7igv7ewUOhSGbBpGosrIRjUSzZnlQxncYmgvsQprUFHqMxbWHUpOJICPLChc09yJweKEIIIYSQPsmhE3mbXZbR3WW5NBJWLH/0Z59Lx2b2h/LzN9x/BwYFE/jzSuDfPJLgbb00kmwvnX0B7e4rnX0B7e4rJeKAloknxjshZeJSIg6od0hKxMN3ghdDSsQBLROvVazpCMdESsQBLROXEnFAPYTWCyTnhjfeHdG3zXYD3gzee3TabRZHIPviiELBYWS0OlReB9FB+13xMNrrjehv9/MKwwEeMTpkbeetgj2PxW5dv349HbtwIbRE8VB5VSoxkmTvAeL14PqC6qUcn/pV/b2lmLDvjNunNhJ+r1rXiFMjFmfY4guZn/UOi0fRFn2ITlnP482gB4oQQgghpE94A0UIIYQQ0icZ+xUdSqUSuyyju8vyzGRwY3/n28+lY5/7whcAANMT78MgYAJ/fgn8/SBuZ+umlu6+0tkX0O6+0tkX0O6+0mMH0D470mMH0D470mMH0D47zobDJcRqDrGEs+ZMn6S0p46JasmY9NgBtM+O9NgBNMnddvSWPjvSY2cwuFAgweKIzIsjXMGhUikNVdhGdKNm+kWJjbcP0e2V3iCpEd2pKreer6KXvbXpKrLLY2MaylxdCcfMXp9LMYm/UtWwanUkXBP3H9AUltV6CN2WK3o+TE0F+371ul7DKtWwPZtOIzpgbUqpFGxYzRSwTNZiaNn2DrsJt95RJYQQQgjZYbLvRN7psMsyursst2Ni9NSsJkG/cibM72tfVy/N9mACf54J/JtFu/uqfkiSq3T2BbS7r5W1lIlLiTigZeJSIg5ombiUiANaJi4l4oCWiUuJOKBl4lIiDmiZuJSIA1ombs9DKROXEnFAV/22ZYGUiXcG2MbAQQokWByReXGE90h8Z6i8DuLZtfZD9MTabtmG9RLqc/bW26NbCRttGY37bKNBIi/xGAJAqxlshdUFSbb35oGR5y8GXbatVkRniiWb2B9kbJ/BJ95KSVgHgEpZWpHo+S+2Z3lJvaDj0TZVq/rdm0EPFCGEEEJIn/AGihBCCCGkTzIP4XmwyzJwQ8iiLv17TLJjJ3zu2eePYzAwgT+vBP5+kD5FVo+kP4509gW0u6909gW0u6/02AG0z47tECx9dqTHDqB9dqTHDqDJtc5k8KZ9drzqjIQnpMcOoAnB9uGi0mfHJm3Ld+0xlrCwDZ9sl8R7rDY6LI5A9sURzjmUy8WhCttImM4moMv1xhYYSJiqaLbRifNvGXu01PXg3VuPTrTHU1NT6djoeLhm189psUozXvcqFZXhwkI4HxprF9Oxai0oRtnYCh/PThvZX12L1+xxPR+mZ/fEuWi3+cWlYNeumQdVX78eXi/FazwAzMbO/eUqk8gJIYQQQnaEzD1QhUKBXZbR7WmZmwt3wqtr9nlJ4f1rfgGDggn8eSXwbx7RH7tqlu6+0tkX0O6+dsUt3pCCeaaXlInbzstSJr5kkmtlBW8TPqVMXErEAS0Tt/OTVbr1qkqZuO0WLat/e46Il9HaBPlt66naLtfm5vHfPvkZFkcg++IID49muz1UXgeZgxx7APDxGO3bo0n4e/eGNiGXLql9W1qMdtw8Y/RW9FT08hA3uzzJ4aCJtxYAyuVwPBMjGzHHLeOlm4jFBdb7ujgfjmfLPrs1Snbfvn3pyJEjRwAALxzXopsLsZjDeshmZ2cBAPMmqrWyGvTCevZvxq14XAkhhBBCdhTeQBFCCCGE9En2SeQ+YZdldPcmuTYXXIg2oVLCeSU/wAeqggn8QB4J/JtHXNbFkh53cZXb5F/p7iudfQFN3i+ZEKr02ZEeO4D22ZEeO4D22ZEeO4D22ZEeO4CGk2xyreiy9NgBtChAeuwAGq6z57Xsm+3F1CuBd7vMzc3hk5/8FIsjkH1xhHMhdDNMYRtJWq85tR/TMdn84H7dbpq2YMLmCwsh9cQ+QHrfvv241ahW9RyRkPeksdX794ZQ54G9Gloul4M819ZMv65W0PnVVb22Ny7G66O5WSiXwnfbRq5i323I/WIsRoC5Hhw8dCjM2ZzXkmbQMN36q/E0LTqrb68NPVCEEEIIIX2SqQfK+yR2WmaXZdtlWToOl82ztsQ7s1SwieXbgwn8+SXwbxbxNowaD1S1R8dsSfaWzr6AekikRBxQr6aUiAPqIbSeKllx24Rl8Q5bj7EkrVeMDGUVbp8lJmXi4+Z8kDLxXp2cO2ZVKWXidn+3jQ+rVBZHZF8cUamUcc/dB4bK6yCP1ButqVdKvCvz82obxUtu24QsrwTdt0nue/Zk3P09A+z52WoFuZaMXfjuh48CAC5cPJ2OuVgkMTmtevnq6eDFLXV1/17/3EFXiMc20WMs9sjqwvnz4ff27r8zHTtwMLxeNsUDS0vh9cy0nodTE2H+laJtY/La0ANFCCGEENInvIEihBBCCOmT7B8m7D27LKPbLZ8+aNK44CUMM8gwBhP480vg75eOCUdKEqx09gW0u2/ThIKlz4702AG0z4702AG0x42HjsnPrJowi4QgpMdOmEt4LT12AO2zIz12AO2zIz12AO2zY/v8SJ8db/RD+uxIjx0A+At8CduhWq3g/vvuZXEEsi+OKBYLmJkaG6qwTTFuY8Skbsj27DFaiqFq6dUGaKj30KEDug2z77cKCwt63e1Z+BHTX5rLao+uLoYCi/KYyn98MsimVtNw/8J80N+KeYh0qRx+b3lez1dJGxgzaSNjY8Fu2dSPRmz7b3VLrtX79s6mY3KYlhb1GnEz6IEihBBCCOmTbJPIERJ92WW521MlXiabWC5eqcKAHlzFBP58E/g3y826+9pEa+nuK519Ae3uaxOMpUxcSsQBLROXEnHAlonrsZMycSkRB7RMXErEAfWQSYk4oGXiUiIOqEfZPtdMysSnzbGTMvFB6T4QzrHZ2RkWRyD74ohWs4Vzp88NldehEm17x0QP1uI1xSa0y7GZnFQP00z0oB44oO0OKhU9XrcKVq5yTbSFDGur0m1ePYVFF58/6dT2F6L3dc4k5xeL4Xh62OdAhu0lZhv1GF0aMwn7e/cGuS8YL3mhKM9FXO/NtWZmdjbYskp5QM/Cc84dds59yTn3vHPuOefcz8XxWefc55xzL8a/t16ZwS6gXq/jqW89jb8LlTMPU/7ZUW808O1nnsc3/v5pgLLPnMWlZfzBp/8Uv/1fPwFQ/nlD+ecHZb9L2cwSrw3g33jvjwJ4O4B/7Zw7CuCjAL7gvX8QwBfi/8mAcc7h9Q/eh3eEZpfHQPlnhnMO9997Dx5763cDlH3mFAoFvOsfvR3/8l/8c4DyzxvKPz8o+13KhiE87/0FABfi6yXn3DEAdwL4AIB3xY99DMBfA/i3N/sthxA+YJfl7m2I671csknLMWwwOmoT2BOEk2lL8mcCf38J/CPVMsZ009uS/WaR7r42QVb6z0hnX0C7+5aNq1n67EiPHUD77KQ9doA0pi09dgANS9jkZJnDRdNDSvrsSI8dQPvsiBsf0D47VaPS0mfHm+IB6bNjOxhLnx1J/j19+jSwTfm32x1cm1tkcQS2XByxDfk7FF11qMI2ly6E4zV33YSgY8iwYhLfpW+etVEj8fpVNFG7ekPntQUysT39UjQ7KNcwe6178KE3AgDe2dAT4tTLLwEID/cWVqMtHx/T4+nSWxM97q1mtFGj+rlOLC7oGEUvx5SPKRPmLkSbZ0OMC1I80tHzYXUpvN9pbi59oK8kA+fcEQBvBvAkgAPx5goALgI48BpfI4OjAso/Lyj7fKH884Xyzw/Kfpey6SRy59w4gE8B+Hnv/aL1ZHjvvZOa+PXf+wiAjwDAnQcPoNlsscvyDftbjNvomDLpVuxIvdSW3+gAwP0Afnqz8u+S/aEDTODfYgJ/u92/7OO2U/lvFpmPdPYFtLuvdPYFtLuvdPYFtLuvlIgDtkx8vRycWZlLmbg97uKBkhJxQMvEpUQcUE+RlIgDWiYuJeKAlokXzTakTNx63KRMXErEByH/aqWMxZU6iyOw5eKILdueibFRPPi6h4bK6yDbnZxU2c/MBu+gTdYXz7mNHrjC+msLemropsnE9vSL9e6L3bJd32diUcn3veMd6dh9998PADh77lw6JlGP+WXzfMJoA2y0oG2fHSnsCx5A2xJkz55wLtUqen7VysHmOHN9KcuczTP9RJz2WvzEf/2T9duNbMoD5ZwrI9w8fdx7/+k4fMk5dyi+fwjA5V7f9d4/4b1/1Hv/6OzMVK+PkA1IEo9jJ14CgOv9yL9b9tM3vk02QZIkePrZ54E+ZQ90yz+b2d56JEmCf3j2OLBN+ZcH+ViY25Mt2x4bFiZbgrZnl7KZKjwH4LcAHPPe/4p567MAPhxffxjAZwY/PeK9x4svvYLRYIQumbco/x3Ge4/nXjiBsZDfQNlnjPcez7xwCmNhlU/55wvlnx+U/S5lM8uydwD4aQDPOOe+Hcf+HYD/AOAPnXP/CsCrAD642Y2yy3J3l+VLl8L5sbRoXOuxL8/yyjKuXL2OsXADdTQeg77lzwT+/hP4F5eWceHiZUyEEMqWZd8P0t23VyhYOvsC2t1XOvsC2t133PSkkT470mMH0D470mMH0D47NlQtfXbGTJhF+uxIjx2gd2hU+uzYBszSZ6diwq/SZ2fNhH0lof363ALOX7yC8ZDJvy35dzodLCzOszgCW366wZblPzkxgcd/6PGhCttITzUr50IxfM6b65e83+w6HrFvW6LXLxt62wKZ2J5BUDfHTsRUMuf7vUfuBgDcdecd6Vghyn9tRe38lavBrp05fSYdu3Yt9J7zpkpjNj5w+447NaVArq0TY9rra6QadcUcBgkfJ84cTy8999S+3YzNVOF9pXuzXfyTTW2FbJmpiXG887E3AwD+5hv/8PwNLlnKfweZnZnGDz/+AwCAv/jclyj7jJmZnsR73vV2AMBf/vXXKf98ofzzg7LfpWTbidz7dZ2W2WUZKMdk0YUFTbJMojz27duPQeC9ZwL/FhP4s0T22bYEkP2Szr6AdveVzr6AdveVEnFAy8SlRBzQMnGbiC9l4lIiDmiZuJSIA1omXija4xSUoTthP/yVEnFAy8SlRBzQMvER01VaysSlRHxQeHRYHHHDXLKgWq3i3iN3D5XXQcTbdb2Kcy4ZGy9YGyUyX10116DUQ/Vr6747rHjTj6QZPdJWL6WpvrW3lWJ4v1rW80ZUfqKitmIynlezxs5fvRp0odFUWct1YI+JJFVr4TwYqZrtxk7w3mTzt2OhTtPY+U4sLMEmPYZ8Fh4hhBBCSJ/wBooQQgghpE8yDeE551CtVthlGdo7B9CE1eWVpXRMktz37BlsGIMJ/JtP4M9jdSFhFttrRlzg0tkX0O6+0tkX0O6+qyYRWUIWrutUD25s6XUDaJ8d6bEDaJ+dsulXJH12Cib+KiHGtMcOkPbZkR47gPbZsduVPjvSYwfQfU8TsAdAoegwNjbC4gh0d5DOAocQuhmmsI0km4+YBxt3kqA7xYJtvRS+UzSh3HZLvmt7qrVxq/HwO38s7ynkDj1QhBBCCCF9krkHqlQqscsytMsyoB3BbRfiQ4dCh/4pWwe+DZjAn18Cfz9Isqn1MIgXdMbIQbr7SmdfQLv7Sok4oGXioneAejFuViIOaJm4lIgDWiZeM94EKRO3zSqlTNw2SpZE/STR80H2V0rEAS0Tb/Wa3xZxroDaSJXFEci+OOLZF07gwcdYOEZuPeiBIoQQQgjpE95AEUIIIYT0SaYhvE6ng4WFRXZZRndvl8m4TzMmYfzAgX1xu4NJ+GQCf/4J/FtFuvsalUm7+0pnX0C7+xZM2Ez67EiPHUD77EiPHUD77EiPHUD77Nike+mzk/bYAdIIun0wrPTZkR47gB5322IlDSubOffqs4P/6ZfXj/WB9x71VofFEeCqmZBBwXOJEEIIIaRPMn5EuUOhUGCXZXR3WZZnYo2MaTKrVBrXG7py3Q5M4M8vgb8fpLtvs2m7IgcZJiaJXxKGpbMvoN19jeqnZeKTpsxaysSlRBzQMnGbxCxl4lIiDmiZuPWMSpl42+iWlImnJeJhRwB0J5tLmbiUiAO2THxbzw/rwsOj066zOAL5FEcQcitCDxQhhBBCSJ/wBooQQgghpE8y7gMVuuCyy3J3l2XpFuxMh9t0Crbp7TZgAn9+Cfz9wO6+O0O5VMCBvZMsjsDuKY4gZNihB4oQQgghpE8y9UB579FqtdhlGd1dlrUjuCn5TtpxG4NKpGUCf14J/CR/SsUi9k1PsDgC+RRHEHIrQg8UIYQQQkif8AaKEEIIIaRPMu4DtR52WdYE647pkry6GsJH3Q9U/bV1390sTODPL4Gf5I/veDSXGyyOQD7FEYTcitADRQghhBDSJ5l7oLxP2GU5fEHH4vzbLfvdMNbpmG1sAybw55nAT/LGe4/GWofFEWBxBCGDgh4oQgghhJA+4Q0UIYQQQkifONuZesc35twVACsArm702SFgL7Lfj3u89/s2/th6ouxfRT7z3gmy3o8tyx6g7g8Ayl8ZKvnT9mwb6r6yq3Q/0xsoAHDOfdN7/2imG90BhnU/hnXeNzKM+zGMc+7FsO7HsM77RoZ1P4Z13jcyjPsxjHPuxW7bD4bwCCGEEEL6hDdQhBBCCCF9kscN1BM5bHMnGNb9GNZ538gw7scwzrkXw7ofwzrvGxnW/RjWed/IMO7HMM65F7tqPzLPgSKEEEIIGXYYwiOEEEII6RPeQBFCCCGE9EmmN1DOufc6544750465z6a5ba3inPusHPuS865551zzznnfi6OzzrnPuecezH+ndnot/JkGGUPUP55Q/nnB2WfL5R/vgyF/L33mfwDUARwCsB9ACoAngZwNKvtb2PehwC8Jb6eAHACwFEAvwzgo3H8owB+Ke+53mqyp/zz/0f5U/a3o+wp//z/DYP8s/RAPQbgpPf+Je99E8DvA/hAhtvfEt77C977b8XXSwCOAbgTYe4fix/7GIB/ms8MN8VQyh6g/POG8s8Pyj5fKP98GQb5Z3kDdSeAM+b/Z+PY0OCcOwLgzQCeBHDAe38hvnURwIGcprUZhl72AOWfN5R/flD2+UL558tulT+TyDeJc24cwKcA/Lz3ftG+54Mvkf0gdhDKP18o//yg7POF8s+X3Sz/LG+gzgE4bP5/Vxzb9TjnyggH8OPe+0/H4UvOuUPx/UMALuc1v00wtLIHKP+8ofzzg7LPF8o/X3a7/LO8gXoKwIPOuXudcxUAHwLw2Qy3vyWccw7AbwE45r3/FfPWZwF8OL7+MIDPZD23PhhK2QOUf95Q/vlB2ecL5Z8vQyH/jLPq34eQSX8KwC/mlTnf55z/EYKL8DsAvh3/vQ/AHgBfAPAigM8DmM17rrea7Cn//P9R/pT97Sh7yj//f8Mgfz7KhRBCCCGkT5hETgghhBDSJ7yBIoQQQgjpE95AEUIIIYT0CW+gCCGEEEL6hDdQhBBCCCF9whsoQgghhJA+4Q0UIYQQQkif8AaKEEIIIaRPeANFCCGEENInvIEihBBCCOkT3kARQgghhPQJb6AIIYQQQvqEN1CEEEIIIX3CGyhCCCGEkD7Z1g2Uc+69zrnjzrmTzrmPDmpSZHNQ/vlC+ecHZZ8vlH9+UPa7B+e939oXnSsCOAHgcQBnATwF4Ce9988PbnrktaD884Xyzw/KPl8o//yg7HcXpW189zEAJ733LwGAc+73AXwAwGseyPFqyc+OVeEKetPm0Q4TKVbSsUIxOMYajUY61mwm4b2CS8dGanH6ztwExred08+hxz2ivN19A+lu+Gs/r2M+Sbr+AkCxXFr3OZmWN79XiJ8rmt9uNuoAgI6ZSyH+jk907KXL9ave+33xv33Jv1Yq+PFKCdWabjlOBaWijsnm2h397vJiOA4Our8TU+F4FYu6b50oDyu9YvztYkm30Yk/nhj5jYyMhO2aDbdaLQBAoaCO0k4nvm8OW6VSDkNGfsVCKe6PbqM6Ugu/Z47R2spK+F3zOfRYVJy6uGZlD/Qp/4mRkt87UUaxVEvHGo2wzUZ9LR0bHSvEfdbvBpsJdDo6x0KUe7msp3ASZWM/V62G7Vk9arVFrioHPRQ6VozveyObcinI2so1/XxRJ91ut+PnjCL59ORMh06eX1n3O6/BlnU/fmZrK0UibFn+g5D9npFy+lpsmFH91IYZNU9tmNgvQG2Y2C9AbVjH2COXvqd2S2xYx9gosWFivwC1YWK/ALVhqf0CUhsm9gtQGyb2CwBeODtP3c+XG21/ynZuoO4EcMb8/yyAt934IefcRwB8BABmRiv4Hx4/itp4M32/mVwHAMxO35mOjY+PAwBefPlUOnbu3CoAYKRSTceOPjQDjoAv9QAAIABJREFUAChWVVHFOJfLqpSi5M6pgS+lN2k6l2KhHD9nb2/C54ol/W5zNVzwWnU9Maf37Q2/W9bvVpK4DbPdyf3hOEwUVadPnzwOAFhs6e/VymE/Wys6v5/41WOvmoltKH8r+7FyER94YC/uf/2e9P19+4Nc9kxNpmONVpDftXmd35e/eBIAUIbO74feHY7X5KzKeWl5LW5XZTA9HX57eka3MXdtDgBQN/J7+Ogj4b25hXTszNlzAIDxidF0bHF+GQDg2zq/u+46BABoNevp2OxkOB4rLZXfvQ+/HgAwam4cnv3WUwCA5dZqOtZuteML3caP/9J3rOyBPuW/Z7yM//XH78PUvjek7586GeZ76sTT6dhbHgv7WhvT36lWpgAAS4s6x5GxcAE4eGg2HVtaWF73ufvuewAA0Gqq4b546WLYxqheROr1ePHo6LGbHI03Sy29wdu3P8h61Yy5QvjuZDxvAeDa1SsAgJXmsu5IvIEqFVVn3ve/PIlN0pfuA93yJ9tmy7ZnEHzggb3pa7FhYr8AtWFivwC1YWK/ALVhYr8AtWFiv8L8w3kg9gtQGyb2C1AbJvYLUBsm9gtQGyb2C1AbJvYLUBsm9gsA3vYLf0zdz5cbbX/Kdm6gNoX3/gkATwDA3tGKf/rYuRsu4kEpayOq+Cv1cAGojhxMx86clov4fDp2/33hKjM5tv4iXq/rBeNmF3Gz6MBDbwgXt40u4vVW9EB5FV+tElYg9iI+NhkvbuYifscddwDovohfuXABANDpcREv1XTf+sXKfrZa8kvLdVRH9YI7NhJO/hFzM7c8twgAOHxIL/Tf+7bwHXuh9y7It2EuzBPj0wC6L+D1utzc6jZKpSA3n6hcVleD3ApOZVqNN8t2FTgyNhFemAt9O87By40P1ENTNAf4zInnAHRf6CUL0DnjZYk3wduRPdAt//v31fxou4URv5S+/973PAYAOHa37svi2jEAwPyC6uDMdJhvrWZudOvL8a/qm9yY2NXr8RdOAAD27j2QjjWbQe4drwuPYiXI9fz5a+nYtSTox16zWkdcSHS8brdRD/t02Wy33ZaVvt4J1kbCOeTcjpsdAN3y5yo8WwYt+6Vl1TexYWK/ALVhYr8AtWFivwC1YWK/ALVhYr8AtWFqvwCxYWK/ALVhYr8AtWFVs9gXG5baLyC1YW1jQ8WGFYrroyD9sJH8f/WDjwIAnRnY2JnxU//XC3gttpNEfg7AYfP/u+IYyQbKP18o//yg7POF8s8Pyn4XsZ0bqKcAPOicu9c5VwHwIQCfHcy0yCag/POF8s8Pyj5fKP/8oOx3EVv2pXvv2865nwXwlwg50b/tvX/uZt9JOgkYRhpMGKlf+Y+NjeLtj70J7/rBH0zHXnrur8JuLGtMfzQmGDPUdPNQU7/yH6lUcPTeI8DMXenYpeuvAABWWhfMfIJLulLWpNT6WhibmdIwcivO+/qcHruiCwnjM7MaIn/1pbCN1UUNbUzEhNdVrzkfK42QzD2/eD0dO7InnHPjxlW/tBhymxabut2DU2F71ZLOeS4Jx31kRL87MRPOzcRtr/3cVmzP3XtG8IsfeDANUwAaqhg356KEKiRMAWioQsIUgAlVmIR4CVXY4ggJVZRMgr2EKiRMET4n55Z+TkIVEqYANFQhYQpAQxUSpgA0VCFhCkBDFRKmADRUITmXgOZd/sSvHkMvtiL/7fL2x96UvhYbJvYLUBsm9gtQGyb2C1AbJvYLUBsm9gtQGyb2K7wOtsTm8IkNE/sFqA0T+wWoDRP7BagNE/sFGBtW6n2ODEr2Tx8LTium02ycTnMztpWM4L3/cwB/vp3fIFuH8s8Xyj8/KPt8ofzzg7LfPWSTzRmhFyS/hNtqtYh7H5hCMdEV1aGJsIodaarXrLYvVoTQU7JtT0kXzqHkyjjxkurMubUwx2ZyOR2brIbjPTevq7ZqKehWeVbHms2wQuo4XfGVXNDVtVVdPU1OhvOhUbftAqKOFvX3XCyvLhRUz2f3B4/LzLjqZbISPrdW0W2srYaxmVk957AnbKNgWl9cuxb2vTJmvK8Z0U48ri4m6Sob0JW2rLIBXWnLKhvQlbassgFdadvKLVlpb1S5JSttWWUDN6/cklU2oCttWWUDutJOV9lhEICusgFdacsqG9CVdtt4zrdbPLET3PvAVPpabJjYL0BtWGq/gNSGif0C1IaJ/QLUhon9AtSGif0C1IaJ/QLUhon9AtSGTZjWBmLDxH4BasPEfgFqw8R+7RSSlM9o0MbRoJvBR7kQQgghhPQJb6AIIYQQQvok0xAew0j5hZHaSQPXlk6h/qzOZW8SXJfTo6oGpRgSYqhpsKGmZjPBq6eXsLii+9JG2M7k/vVd+Ccm9ZhUCsE9bRukF4vh/VLR9KRpBJmsrmrouxS7HK+YPjXyumbCyMX4JIC9xp0t4R1vzMTsSEwWNSGky+dCiGulpdsYnQzbrZhJryyGeRUrGgLJikKhhOro7G3TO0hCFRKmAEyooqvLffhc2fTM2Y0hvGtL2odIbJjYL0BtWMnYGbFhYr8AtWFivwC1YWK/ALVhYr8AtWFivwC1YWK/AGvDTDpHtGHOdCIXGyb2C1Ablhg7sRNIUj7TaTZOp7kZ9EARQgghhPRJph4oekHy9YIUCwUsr6j3b3khzOvMsnrSDt8Vkk7pKRmsp6TR7ODkmSX4jurC/ruCDFtt1be6Dx6I6Rn1gFy7GHS+buQ1MR32r2OSMUfGwr7a8unllbCvZbPirsdndDVMouRoJ3gxHj6oK76xdvhu42VNqK7Uwvamjf42o2emVlYvsovl9r6s3pPp8fC6aboGZ8XExCR+4Acfv21K32WlLatsQFfabZMYLSttKVoBsusU3w9F83BIsWFivwC1YWK/ALVhYr8AtWEF01ZCbJjYL0BtWNHYLbFhYr8AtWEl8zw7sVvWlokNK5pnvooNsyXzYsPEfu0UkpTPaNDG0aCbQQ8UIYQQQkif8AaKEEIIIaRPMvfVMoyUTxgpSRKsLC9jdlY7ys6thDlf1oayaMQQBkNNgw011VsdvHBxEVOJJll+90N3AwAurl1Nx1bimma1pK7r2mh8KKfRwWY7nEOuKzk59joxzyFtLEc9Mro/UQvHbqJkkoWvh8+VV9Q9PlkJcp+a0u8WxsL81kwS6MzE/jCnirrqOy7I7npdj/u+2ZBwvXDxNLLG+QTFZPm26R0koQoJUwAaqpgzYRsJVUjRCjDg/mcDYmVZ5yw2TOwXoDasYZKdxYaJ/QLUhon9AtSGif0C1IaJ/QLUhon9AtSGif0C1IaJ/QLUhon9AtSGif0C1IaJ/dopJCmf6TQbp9PcjN13phBCCCGE7HIy9UDRC5KjF8R7dNotrDVV0NdbYdV7XhfRmF8LY/SUDNZT0mh18PLlOTxsmkXfMRPmMTGhg09fDDo/UtG1TTnqaquhuuCjl6NU0XknUVdmxrVrczWWs5sKfKzNh2NbW1bdT+aDXKuz6ikZORDlv1/1sjIZfruyqAm3+976wwCAVy7rKrVSCwd3whzPxtVXwn50bJl/NqzVl/H8s1+/bUrfZaUtq2zArLT3GC9+XGlL0QqQT6f4jeiYRH+xYWK/ALVhYr8AtWFivwC1YSvGdyA2TOwXoDZM7BegNkzsF6A2TOwXoDZM7BdgbNh1/ZzYMLFfgNowsV87hSTlMxq0cTToZtADRQghhBDSJ7yBIoQQQgjpk2yTyBlGyi2MVCwWMDMzgVXjki6PhTlfXtGwqF8JAmGoabChpiRJsLK6CndIQy9TI2Fu+wvmwbCdMI+W6StzeS641Jum/0w1vj1iQtCuEcPDdR0bjSGcosmJXIsPwK1f199rN8MHJsdUDqO1cGydkY0coJpJYq4cDm7+1gtndRvtMIf7H393Ovb8lVfCttrZh/CSToLlleXbpneQhCokTAFoqELCFICGKqRoBcinU/xGzMzouS02TOwXoDZM7BegNkzsF6A2TOwXoDasbJLDxYZ5UxAgNiwxaRViw6rmIbViw8R+AWrDxH4BasPEfgFqw8R+BV7GoJGkfKbTbJxOczPogSKEEEII6ZNMPVD0guTnBSmWHab3F+AWdDVbqwZvyP2HdX5Pf+sSANBTgsF6SgoFYGTEo1BWXS3EVVjVqV4+8sA9AICFi0Y/1mKSpXnGWjW6Tqum3La+EsuGTZfq8eg5HR3V4742HuT06qLKvxK9F1MTxjNaj892u65eEd+Mq/A95kDF7dVM2fYrx48DAA696bv0c+3weyW3syXavSgUHcamardN6bustJvGmMlK2xkPiqy0pWgFyKdT/EZM79fjITZM7BegNkzsF6A2TOwXoDZM7BegNkzsF6A2rGoCD2LDxH4BasNGTbK+2DCxX4DaMLFfgNowsV+AsWH2IrQDSFI+o0EbR4NuBj1QhBBCCCF9whsoQgghhJA+yTaExzBSfmEkn6DdamJ8VN2VY7XYpfiohiJPHLsIAAw1YbChpkq1gCNHJpB43ZfVTpjbxJjuS1nc+qYd0Hh8IOxoXd36sxMhPNxo6BwX4u6PVPVcmoxu9JEpPZ6VdpC101ZHKMbj3WqpvDqNEPJpFzWEVC7E8NS0SZSuxCRrI+r6fAgNXDr+Hd3f6+G8bqzZ7sLZkPgO1przt03vIAlVSJgC0FCFhCkADVVI0QqQT6f4jWi39LwRG5baLyC1YWK/ALVhBZOwLDZM7BegNkzsF6A2rGriSmLDxH4BasPGTVhJbJjYL0BtWMUk+osNE/sFqA0T+7VTSFI+02k2TqcB/havBT1QhBBCCCF9knEbA3pB8vKCOFdErTSOok3ei8/aGhnVuRw5Eu7a6SkZrKdkpFbGdz28D1de1UTVlZiU7PZoF932RJijO6hjtfPh3KiumeVYO+zrwpquXlfi6q46rjJMamGsXdWdbsXS++WWWT91Yjm7yR+uFcL8SjUt/S2Nh9emOTaW4/m3tKI6c+FyWC2OnDmvvzchCbImWzQjPBK0Osu3Tem7rLRllQ3oSltW2YCutKVoBcinU/xG1Ep6PogNE/sFqA0T+wWoDRP7BagNK9voQbRhYr8AtWFivwC1YQtq4lMbNmk8kWLDxH4BasOK5pomNkzsF6A2LLVfO4Qk5TMatHE06GbQA0UIIYQQ0ie8gSKEEEII6ZNMQ3gMI+UXRio4h2q5inJF93d1NbrAvYYmvuvhfQDAUBMw0FBTqQjMjJfQnlF5vXRhDgBwzyOH07Hi/iBDB93BvffHTtkXNLyzuhDk2ijq5xKZdlnnXSoHGZacCUsvh3Pt3BXV1ZHx8P5qW/WjOhpeF8bVVV/YG87NQks/Vz8fkqyvXtEQyLFzYd9Kr2ifpDe+NYTrJ2f2QrmALCgUHMbGKrdN7yAJVUiYAtBQhYQpAA1VSNEKkE+n+I2oljVkKTYstV9AasPEfgFqw1ZM/y6xYWK/ALVhYr8AY8Paeo6IDVsxIVqxYWK/ALVhLdOlPrVhHb0GiQ0T+wWoDRP7tVNIUj7TaTaRTnMT6IEihBBCCOmTTD1Q9ILk5wUpFAoYH62h2TYluMWwb2Wn+zYzHrZHT8mgPSUOBV/GwX26Qn7x1eAROHROy+iPPhjKzl1LPY/lq6HEPLmmOlOoBaVqNVXWvi0dfVUOYxNhhVab0uTaRlwFFif0985eDau1ew/p56bGo+y8yrC9Fr7TMau2MsL7z5xWT86JS+Fcu2tBZd1sBp0qFbOtXQGAYqGA8dHR26b0PV1pm1W9rLRllQ2YlXZbfy+PTvEbMT6qXhGxYWK/ALVhYr8AtWFivwC1YWK/ALVhqf0CUhsm9gtQG5bY3ORow8R+AWrDxH4BasPEfgFqw8R+AWrDxH7tFJKUz2jQxtGgm0EPFCGEEEJIn/AGihBCCCGkT7IN4TGMlFsY6f9v79xiJLnKA/yd7ume7pnpue3uzF689trYXNZSuMixgJAoUgiKEBJ5yuXBWqEoCIUokPAQK3kjeQiRAi88RBBkWREKRAICQkYiWGApQQECJmCzZi/2rvcys7uzs7M9177VycOpv//jZXd6emematvzf9KKcXV196m/Tn3U+f9Tp1utFvNX55nep5NoR0bD3yvLmmL16WRXKzXtbKkpSWCtmVD22gfbhOP7yfOnutuOHg/nuxb/sGb6o7NJQa+Reicc30Y72q8V0uI1H/Xfclr6HtWJqhOHwyrbb+vo6tPf/I8fAbAc1ZvHZkP/GJvQEtLaUkjzrydRCn4u9Onnz+oK1i6d9DsyGk3WJTQ2idaAyYqCKzBSqeydtYPSUoWUKUBLFVKmAC1VyEMrkM9K8b2Yv6plVnGY+AvUYT6arC8OE3+BOkz8Beow8Reow8RfoA4Tf4E6TPwF6rBGVMoVh4m/QB3W9Rd0HSb+2i1kUr5Np+k9nWYzLANlGIZhGIbRJ5lmoCwLkmMWxHk6hQ6LdY3BvskQq5FoBeP5GyGbYJmSnc2UeBI2OuusR585NpEeczOaiHwxjPSmyhqwVvqeZFr7aoeQqdgY0mzCSvoY/ZVoxFddDyeosaFxGK2F8zM8pvHyw+l+0W9ZTTx0+DXfBdBcT9vldNuliyGurYaOFkdHQluHoxFuuxneOxn1t6woFBzV4fKeefRdLo+V6LFyGWnLKBt0pN19aAVyWSm+F52C9mlxmPgL1GHiL1CHib9AHSb+AnWY+AvUYeIvUIeJv0AdJv4CdZj4C9Rh4i9Qh4m/QB0m/totZFK+VYN6V4M2wzJQhmEYhmEYfWI3UIZhGIZhGH2S7YIsVkbKrYxUHBpi38w0Z8/q5LiNRigjjo9rmzc6aZut1LSjpSbnoFR2TB/QdYiq6aTfRpSuv34utLFW1jYW0/JPUtFj2f+GhwA4f06vkeXFkHbuLGlsKlfCe0dbut/oarj+zl+IVr1OQlsuX9f9FluhPw5Fq0DX2yHFPT+npaEfnwmfs1zXUvp4upJ3XL5urId2HdwfrcWUGR5HsmfWDpJShZQpQEsVUqYALVXIQysQP7iSzSrxW2HfjP4IrDhM/AXqMPEXqMPEX6AOE3+BOqwVOU8cFjtFHLYS/TiuOEz8Beow8Reow8RfoA4Tf8Xf1/XXLiGT8m06Te/pNJthGSjDMAzDMIw+yTQDZVmQfLMgPnGsLev3rtfDXXYh+l2iUjkcm2VKdjZT4oCK8xSiSZYjY2GENlrUFX3n58LIsJFon370SNhv9YqOmkfSPj9+8FB328Xnw7XUuqaPCC+lo7s31fRYWq2QSZk6rO99/D33he8/9Vx329pS+JyZB/S9tdkwEj03p9fShcshU5F4vZZmZ8J7HjqmE2nL5fCeG9f1ODLF7Z1H36U/yygbdKQto2zQkbY8tAL5rBTfC59oXMRh4i9Qh4m/QB1WjZZ3EIeJv0AdVowm+ovDxF+gDhN/gTpM/AXqMPEXqMPEX6AOE3+BOkz8tVvIpHyrBvWuBm2GZaAMwzAMwzD6xG6gDMMwDMMw+iTzXK2VkfIpIyVtz9riBjM1/UHUpRuhLWs3tC2VoZDitFLTzpaaioUCEyMjJNEk17NnQwp8oqKloUopHPOPXjjb3TYznsa/pH26fiksU10c1mN+pR7O2fVo0uZKNbynuq79vFEP8a/VtL/NpxOMC9Gq1yvLYdv0qk4WHRkP7XvLWx/tbvvphfC9GyUtB7zrNx8D4NhxXSuGTrjmXj31AlnT7oSHV/bK2kFSqpAyBWipwkWOklKFPLQC+awU34u1RY2zOEz8Beow8Reow8RfoA4Tf4E6TPwF6rCRaHqIOEz8BeqwpahEKw4Tf4E6TPwF6jDxF6jDxF+7hUzKt+k0vafTbIZloAzDMAzDMPok0wyUZUFyzIJ4T6fRYXpMR9E+/c2rVkdHdxNphsEyJTucKXFAASaivtVOHzVfXY5W6nVhdHeto8f8/RdC/N/9Zs06yEjKDev1MFoLry+u6bU0vxb6/vMvnetuqxbDe73XUfi166G/DRf0Wpr8ZdhvZkbPezG91goVnXR84EDYr1WIVv4dCdfw7K+/u7vt8gs/CPu1T5I17U7C9aXlvfPoe9o/ZJQNOtKWUTboSFseWoF8VorvRSea6C8O89Fv9onDxF+gDhN/gTpM/AXqMPEXqMPEX6AOE3+BOkz8Beow8Reow+ajVa/FYeIvUIeNRMexG8ikfKsG9a4GbUbPDJRz7qhz7rvOuV845150zn0s3T7tnPtP59zp9H+nen2W0T9Xlhp89PMn+ePP/AzgUYt/dly92eSv/vUMH/rnl8BinzcW/3yx+GfIxYVVPvDJ7/D4J74JFvt7lq2U8NrAJ7z3x4F3Ah91zh0HngSe9d4/Ajyb/rexwxQLjr94//3821/+GsBJLP6ZUSw4PvLewzz1kTeDxT5vLP75YvHPkKFigb9/4h388J8+ABb7e5aeJTzv/RzpkrTe+2Xn3EngCPBB4LfT3Z4Gvgf8dY8PszJSn2Wk9qkXGJ0aYn2tAZAQLqb+4+8cxWqRS5c1VufPhO84fFgn5VEIMbBSE4xXTzJerdBKF4XnbmMP+CRho7lCqaGXXKkUYnJw9mB329JyuA7Gp1ei96YxrmgMS/vCJNBTZ3S16LnFcH5W1rTcMZT+YO3iNf28B2bD9VetRGudTIe+2mrr9bC4FsrSV5f12nzgyINhv1VNmU/WQlyXV6IffJ07D8Bzz3yru+362RcBSOqaRu+DbcU/6XjWlpM9s3aQlCqkTAFaqpAyBWipohE57w4Prmwr/tulGLVZHCb+gshhBfW+OKwd/YCsOEz8Beow8RdEDosmHYvDxF+gDhN/gTpM/AXqMPEXqMPEX6AOm64WmJ6t0AzX4I7HXibl23Sa3tNp4CXuRF9zoJxzx4C3Az8AZtObK4B5YPYO7/kw8GGAA+Ol2+1ibJ0yfcT/NbGf2NrCYMYd6Sv2cGvfv/cWJxwwthX/qbGtPVVj3JG7do+xbbbV943dY8tWd86NAV8BPu69rzunozbvvXfO+du9z3v/OeBzAI8cGfWWBbm7CbfrzQ7AG4Anthr/OPYPHRz2izcWaUc/ylVOm7C6oVmzjWYYiVqmRDMlG60E+ox9+lo3/g/OlH19dZXh4fHu66tr4XNG9+uk3fJwaGPiNTtRroYT5Sr6e0+lg0cAWHpFryXSDEgNjf/BAyFe1ZLGdXIyXDdj0eTOdjtkZqpT+h1JEuL54su6Uu++B8OItTqq33H/kdDnV1f0WlprhO/74TPPdLeNDiVpmzQGfbCt+L/hYM3P1B7YM4++y0hbRtmgI20ZZYOOtOWhFbjjgyt37Z47nZ9+WLyhbRKHlVWhXYeJv0AdJv4CddhS5ApxWNdf0HWY+AvUYeIvUIeJv0AdJv6CyGHTen7FYeIvUIeJv1bWW7DNvn+7fWRSvlWDtlAN4tvciS0tY+CcKxFunr7ovf9quvmKc+5Q+voh4Oqd3m9sj3bH83dfexlg0eKfLe3E89nvXQOLfd5Y/PPF4p8xrXaHJz71bbDY37Ns5Sk8B3wBOOm9/3T00jeAE+nfJ4Cv73zzDO89n37mPEf3VQCuRC9Z/HcZ7z1P/fd1Dk+UwGKfNxb/fLH4Z4j3nj//7HO86b5JsNjfs2ylhPcbwBPAz51zP023/Q3wD8C/O+f+BDgP/EGvD+p02lgZqb8y0kunL/Psi4vcN1UCOJ6eg/7j7x2uU6QTlTsro7Jehm6rr4Y0rpWaoJ6U+P7Lq9w3VYbtxB5IEs/qWpvpSZ282umEfn7uvJaGEhfOxWojWuskTYFfvqpllkP3p21c0/4my57EKwRXy+H4h6P+e3UpTDZeiiZ8NhuhL9fGtMTQ8SHzf/6Stu/06TMAPPbW491tU7XwnkpFr9ebN0K7js5on+msr6THHa1XtHW2Ff9iYYjpsf17Zu0gKVVImQK0VCFlCohKFR1NZNxh/bNtxX+7uE408T11WGU0nkgftom/QB0m/gJ1mPgL1GHiL1CHib8gcljkI3GY+AvUYZPRtS4OE3+BOkz8Beqws41hvvS907zl/mnYhdjLpHybTtN7Og18hjuxlafw/gui3zV4Lb/T6/3G9njjbIWnToSbgQ89ff4X3vvHopct/rvIG2erPH3iYQBOPH3GYp8vFv98sfhnyONvPsilL/8pAEf+8PMW+3uUbB8NsixIVhNufwVXKFApj1Aa0lOeJM30Nb17X10LkzUtU3LXmZLbknhHozHE5cs6GfbKXDpps6Xfs/9gGP25ko64h4ZDu+s3NdYH0nD6lvb9ylDIaq5Ek0CbGyGelTHtvyvpuRhxGuvSUPi+ctQ/KIS4tpxmS+cuhf699rCuhF2vh/N0aV4zL2ud8NmTFZ0lMDoSTvxwNfsnElvtBpeunX1dP/pejK4TGWnLKBt0pC2jbNCRtjy0AvmsFN+LSjmqKKR9VPwF6jDxF6jDxF+gDhN/gTpsI5rsLA4Tf4E6LFrguuuwatQ+cZj4C9Rh4i9Qh4m/QB0m/totZFK+VYN6V4M2w34LzzAMwzAMo0/sBsowDMMwDKNPMs2lWxkpvzJSwRWoDo9xIZrgurwc2rDe0LRmbTRss1LTzpaa2u2EhYUGEzWNDcUQEx+lnzs+xLA0pNMOJw+EWA83NV71pZD2LkXn5B2PHgPg5pKez/mrYS2r6phOnlxthBT9jev6eaPlcrqf9sHmWviOQjFaJykJfy9c0MnOy/VwDb06p2XpTiGdmHtAr+HJ8XB9Te/X0ndWeBLayfqeWDsItFQhZQrQUoWUKUBLFfLQCtz1SvG7SnVY+684TPwF6jDxF6jDrkT9Uhwm/gJ1mPgL1GEH9JR3HSb+AnWY+AvUYSvR/9+Iw8RfEDmsoNeXOEz8tVvIpHybTtN7Os1mWAbKMAzDMAyjTzLNQFkWJL8siE8KNDYqXLiov+e1kYay2dRsR2M9/G2Zkp3NlHjvaLUKrK7p6K7RCFmEJMpubmykv4k2pv0M0DcbAAAJSUlEQVSt0Q6jopGqbltYDOfx0vmXu9t+972/BcDMEf19qy99+ZsAFJ32rX3jIca+od/bSrOqN6PR2FC6cnWSaJ9eXQntm39VJ4Gu+tAH4nP3yMPhMfq3Hn+4u23+8mkAri7qe7PCe0+n03pdP/ouo2zQkbaMskFH2jLKBh1py0MroV078+DKTtLY0FiJwzai5Lw4TPwFkcOKemziMPEXqMPEX6AOE3+BOkz8Beow8RfodSD+AnWY+CvsF/qV+AvUYeKv3UIm5Vs1qHc1KPxizu2xDJRhGIZhGEaf2A2UYRiGYRhGn2RawrMyUn5lpEazzSsvL1AoaKpzcjLErV7XEk0rLXNaqWlnS00OKBWHWIkmIjdbaQxHtbxD2n1qo1pOqI6kfToqIV1fCGWdynB03TRCH2w3NTZTk+G9jXW9lkrpWkOzM1p+qqal75uLem2SlrfHonNcLofPq4xqv1xZD9/78CP6Y7bve9+7ANg/pSt1Oxf2uzh3jqwZKhaZnJjeM2sHSalCyhSgpQopU4CWKuShlXDsO7f+2U7xysvaL8Vh4i9Qh7WiaRriMPEXqMPEX6AOE3+BOmwhuh7EYeIvUIeJv0AdJv4CdVgrOpfiMPFXaF/4W/y1W8ikfJtO03s6zWZYBsowDMMwDKNPMs1AWRYkvyyITzytVsJETSeIlqvhTr2+qBMgS8UQN8uU7GympFQucfjwAVrRY8Pr6ah/uKyjtuJQ2veix4GH0izHejTiq02G/vPOd71Nv6QdrpFr8xe6m2bSCdA3l/TzOu0Q93JZL/9OK8Sw1Yoeax4O8Zzer6toT6XXQyV6HLi5EvrP1KRmZJeuhUflb149p9vqYRR79KFj2mbOkwXtTsKNxeU98+i7jLRllA060pZRNuhIWx5agXxWiu9FnFkSh4m/QB0m/gJ1mPgLIodFc7TFYeIvUIeJv0AdJv4CdZj4C9RhpWhVeXFYNeovXYdFmRdxmPhrt5BJ+VYN6l0N2gzLQBmGYRiGYfSJ3UAZhmEYhmH0ScaTyK2MlFcZqZN0qC/f5HBN2zJUDCnM6XGNX20itMFKTTtbamq3miwsXOZgtC7PA8fC56+s6HoxI6OVtF3at1ZXQ3/cP63tbq3LOjV63eybDOd2tKbp5zahz5dL2qfHayE2zYbG8Op8iHUSrT+TpJeLnEOAYw8eAuDVU690t81dDW2djoZjP//x/wDwpre8sbutkV4jhx/UUjU8RxY0m20uXFzYM2sHSalCyhSgpQopU4CWKuShFchnpfhe1Jf1eMVh4i9Qh4m/QB22Hk2QF4d1/QVdhw1FDwSIw+K+33VYWyeli8NmolW5xWHiL1CHib9AHSb+AnXYVDQBfTeQSfk2nab3dBq+9i/cCctAGYZhGIZh9EmmGSjLguSYBfEJnWSddvR49uRIaHMrGoEvLFwGsEwJO5spKZWKzMzWqAxrvyz40AfrSxrDamUWgKP3Hepua66FDGozWqlXHm3fWNVzsl4OgVhv6MhrrRX+rk1o/53ZH+J0/ZquENxMR5Xx08Dt9PpbuKHnbiXNxDZaa9F+4U2Vjo7+Dx4MfaBWiyaBNsMo0CXa37LC4SgUKnvm0XcZacsoG3SkLaNs0JG2PLQC+awU34tOol4Qh4m/QB0m/gJ1mPgL1GHiL1CHib9AHSb+AnWY+AvUYeIvUIeNR31fHCb+AnVYfDmIw8Rfu4X0easG9a4GbYZloAzDMAzDMPrEbqAMwzAMwzD6JNsFP6yMlFsZyRUcw1XH0JC2+UBabqyNaAmjmK4LY6WmnS01vXq9yZ89dW4Le17uvcuuvHczbkR/n9tkv2ubvJYvxWKRidr4nlk7SEoVUqYALVVImQK0VCEPrUA+K8X3Yriq16I47EA0XUIcVoxWkBaHib9AHSb+AnWY+AvUYfEq8OIw8Reow8RfoA4Tf4E6rBmVhsVh7WiqijhsJSpT7QYyKd+m0/SeTrMZloEyDMMwDMPok0wzUJYFyS8LMldv88lvLdyy9cJt990alikxBgfnHJVycc88+i4jbRllg460ZZQNOtKWh1YgfnAlm1Xit8Kvugtef/4Cddi5XfwOnZRv1aDe1aDNsAyUYRiGYRhGn9gNlGEYhmEYRp84733vvXbqy5y7BqwCt8vHDhr7yf44HvDeH+i926+Sxv48+bR7N8j6OO469mB9fwew+CsDFX9zz7axvq/cU30/0xsoAOfc/3rvH8v0S3eBQT2OQW33rQzicQxim2/HoB7HoLb7Vgb1OAa13bcyiMcxiG2+HffacVgJzzAMwzAMo0/sBsowDMMwDKNP8riB+lwO37kbDOpxDGq7b2UQj2MQ23w7BvU4BrXdtzKoxzGo7b6VQTyOQWzz7binjiPzOVCGYRiGYRiDjpXwDMMwDMMw+sRuoAzDMAzDMPok0xso59zvOed+6Zw745x7Msvvvlucc0edc991zv3COfeic+5j6fZp59x/OudOp/871euz8mQQYw8W/7yx+OeHxT5fLP75MhDx995n8g8oAmeBh4Ay8H/A8ay+fxvtPgS8I/27BpwCjgP/CDyZbn8S+FTebX29xd7in/8/i7/Ffi/G3uKf/79BiH+WGajHgTPe+5e9903gS8AHM/z+u8J7P+e9/0n69zJwEjhCaPvT6W5PA7+fTwu3xEDGHiz+eWPxzw+Lfb5Y/PNlEOKf5Q3UEV7789kX020Dg3PuGPB24AfArPd+Ln1pHpjNqVlbYeBjDxb/vLH454fFPl8s/vlyr8bfJpFvEefcGPAV4OPe+3r8mg+5RFsPYhex+OeLxT8/LPb5YvHPl3s5/lneQF0Cjkb/fV+67Z7HOVcinMAveu+/mm6+4pw7lL5+CLiaV/u2wMDGHiz+eWPxzw+Lfb5Y/PPlXo9/ljdQPwIecc496JwrA38EfCPD778rnHMO+AJw0nv/6eilbwAn0r9PAF/Pum19MJCxB4t/3lj888Niny8W/3wZiPhnPKv+/YSZ9GeBv81r5nyfbX4PIUX4M+Cn6b/3A/uAZ4HTwHeA6bzb+nqLvcU//38Wf4v9Xoy9xT//f4MQf/spF8MwDMMwjD6xSeSGYRiGYRh9YjdQhmEYhmEYfWI3UIZhGIZhGH1iN1CGYRiGYRh9YjdQhmEYhmEYfWI3UIZhGIZhGH1iN1CGYRiGYRh98v8rgX2HJLR+HQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, arr = plt.subplots(5, 6, figsize = (10, 10))\n",
    "for i in range(5):\n",
    "    for j in range(len(corrupted_imgs[0])):\n",
    "        arr[i, j].imshow(corrupted_imgs[i*perclass][j] / 255.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PreResNet-20 Correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_test =  corrupted_imgs.reshape((-1, 32, 32, 3)).transpose(0,3,1,2)\n",
    "x_test = torch.from_numpy(x_test).float().cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_outputs = []\n",
    "sigma = 1.\n",
    "\n",
    "model = model_cfg.base(*model_cfg.args, num_classes=10, **model_cfg.kwargs).cuda();\n",
    "with torch.no_grad():\n",
    "    for i in range(100):\n",
    "        resample(model, sigma=sigma)\n",
    "        outputs = model(x_test).data.cpu().numpy()[:, :, None]\n",
    "        all_outputs.append(outputs.reshape(-1, 6, 10, 1))\n",
    "    all_outputs = np.concatenate(all_outputs, axis=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Original IMG corr: 0.9023127\n"
     ]
    }
   ],
   "source": [
    "all_outputs_corr_iic, avg_corrs = iic_correlations(all_outputs[:, 0], np.arange(all_outputs.shape[0]))\n",
    "print(\"Mean Original IMG corr:\", all_outputs_corr_iic[:, :, 0].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7f7d0c4ac390>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_outputs_corr_iddc = iddc_correlations(all_outputs)\n",
    "\n",
    "corr_mean = all_outputs_corr_iddc.mean(axis=0)\n",
    "corr_std = all_outputs_corr_iddc.std(axis=0)\n",
    "\n",
    "plt.plot(all_outputs_corr_iddc[:, 0, :, 0].T, alpha=0.1)\n",
    "plt.plot(corr_mean[0, :, 0])\n",
    "plt.fill_between(range(6), \n",
    "                 corr_mean[0, :, 0] - corr_std[0, :, 0], \n",
    "                 corr_mean[0, :, 0] + corr_std[0, :, 0], alpha=0.5)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save(\"{}_resnet\".format(corruption_name),\n",
    "       all_outputs_corr_iddc[:, 0, :, 0]\n",
    "       )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Linear Model Correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_test_ = x_test.reshape((x_test.shape[0], -1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_outputs = []\n",
    "sigma = .3\n",
    "\n",
    "x_test\n",
    "\n",
    "with torch.no_grad():\n",
    "    for i in range(100):\n",
    "        model = torch.nn.Sequential(torch.nn.Linear(x_test_.shape[1], 1)).cuda()\n",
    "        resample(model, sigma=sigma)\n",
    "        outputs = model(x_test_).data.cpu().numpy()[:, :, None]\n",
    "        all_outputs.append(outputs.reshape(-1, 6, 1, 1))\n",
    "    all_outputs = np.concatenate(all_outputs, axis=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Original IMG corr: 0.838491\n"
     ]
    }
   ],
   "source": [
    "all_outputs_corr_iic, avg_corrs = iic_correlations(all_outputs[:, 0], np.arange(all_outputs.shape[0]))\n",
    "print(\"Mean Original IMG corr:\", all_outputs_corr_iic[:, :, 0].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7f7d0c2b6a90>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_outputs_corr_iddc = iddc_correlations(all_outputs)\n",
    "\n",
    "corr_mean = all_outputs_corr_iddc.mean(axis=0)\n",
    "corr_std = all_outputs_corr_iddc.std(axis=0)\n",
    "\n",
    "plt.plot(all_outputs_corr_iddc[:, 0, :, 0].T, alpha=0.1)\n",
    "plt.plot(corr_mean[0, :, 0])\n",
    "plt.fill_between(range(6), \n",
    "                 corr_mean[0, :, 0] - corr_std[0, :, 0], \n",
    "                 corr_mean[0, :, 0] + corr_std[0, :, 0], alpha=0.5)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save(\"{}_linear\".format(corruption_name),\n",
    "       all_outputs_corr_iddc[:, 0, :, 0]\n",
    "       )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RBF kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.spatial.distance import cdist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rbf_cov(x, l=15e3):\n",
    "    dists = cdist(x, x)\n",
    "    covs = np.exp(-dists**2 / l**2)\n",
    "    return covs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_test_ = x_test.cpu().numpy().reshape((-1, 6, 3, 32, 32))\n",
    "x_test_ = x_test_.reshape((*x_test_.shape[:2], -1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Original IMG corr: 0.8916203176690131\n"
     ]
    }
   ],
   "source": [
    "covs = rbf_cov(x_test_[:, 0])\n",
    "print(\"Mean Original IMG corr:\", covs.mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "covs = rbf_cov(x_test_.reshape((-1, 3*32*32)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_imgs = x_test_.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr_imgs = []\n",
    "for i in range(n_imgs):\n",
    "    corr_imgs.append(covs[6*i,6*i:6*(i+1)])\n",
    "corr_imgs = np.vstack(corr_imgs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7f7d0c15ee90>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_mean = corr_imgs.mean(axis=0)\n",
    "corr_std = corr_imgs.std(axis=0)\n",
    "\n",
    "plt.plot(corr_imgs.T, alpha=0.1);\n",
    "plt.plot(corr_mean);\n",
    "plt.fill_between(range(6), \n",
    "                 corr_mean - corr_std, \n",
    "                 corr_mean + corr_std, alpha=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save(\"{}_rbf\".format(corruption_name),\n",
    "       corr_imgs\n",
    "       )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "corrs_rbf = np.load(\"{}_rbf.npy\".format(corruption_name))\n",
    "corrs_linear = np.load(\"{}_linear.npy\".format(corruption_name))\n",
    "corrs_resnet = np.load(\"{}_resnet.npy\".format(corruption_name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_rbf = corrs_rbf.mean(axis=0)\n",
    "std_rbf = corrs_rbf.std(axis=0)\n",
    "\n",
    "mean_linear = corrs_linear.mean(axis=0)\n",
    "std_linear = corrs_linear.std(axis=0)\n",
    "\n",
    "mean_resnet = corrs_resnet.mean(axis=0)\n",
    "std_resnet = corrs_resnet.std(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f7d0c082f90>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(mean_rbf, color=\"g\", label=\"rbf\")\n",
    "plt.fill_between(np.arange(mean_rbf.shape[0]), mean_rbf-std_rbf, mean_rbf+std_rbf, alpha=0.5, color=\"g\")\n",
    "\n",
    "plt.plot(mean_resnet, color=\"b\", label=\"resnet\")\n",
    "plt.fill_between(np.arange(mean_resnet.shape[0]), mean_resnet-std_resnet, mean_resnet+std_resnet, alpha=0.5, color=\"b\")\n",
    "\n",
    "plt.plot(mean_linear, color=\"y\", label=\"linear\")\n",
    "plt.fill_between(np.arange(mean_linear.shape[0]), mean_linear-std_linear, mean_linear+std_linear, alpha=0.5, color=\"y\")\n",
    "\n",
    "plt.legend()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py37",
   "language": "python",
   "name": "py37"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
